{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 2,
   "id": "64547f4b-4b44-46f1-8971-a5a9a7069c58",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
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       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>0</th>\n",
       "      <th>1</th>\n",
       "      <th>2</th>\n",
       "      <th>3</th>\n",
       "      <th>4</th>\n",
       "      <th>5</th>\n",
       "      <th>6</th>\n",
       "      <th>7</th>\n",
       "      <th>8</th>\n",
       "      <th>9</th>\n",
       "      <th>10</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>0.00632</td>\n",
       "      <td>18.00</td>\n",
       "      <td>2.31</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.538</td>\n",
       "      <td>6.575</td>\n",
       "      <td>65.2</td>\n",
       "      <td>4.0900</td>\n",
       "      <td>1.0</td>\n",
       "      <td>296.0</td>\n",
       "      <td>15.3</td>\n",
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       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>396.90000</td>\n",
       "      <td>4.98</td>\n",
       "      <td>24.00</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
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       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>0.02731</td>\n",
       "      <td>0.00</td>\n",
       "      <td>7.07</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.469</td>\n",
       "      <td>6.421</td>\n",
       "      <td>78.9</td>\n",
       "      <td>4.9671</td>\n",
       "      <td>2.0</td>\n",
       "      <td>242.0</td>\n",
       "      <td>17.8</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>396.90000</td>\n",
       "      <td>9.14</td>\n",
       "      <td>21.60</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>0.02729</td>\n",
       "      <td>0.00</td>\n",
       "      <td>7.07</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.469</td>\n",
       "      <td>7.185</td>\n",
       "      <td>61.1</td>\n",
       "      <td>4.9671</td>\n",
       "      <td>2.0</td>\n",
       "      <td>242.0</td>\n",
       "      <td>17.8</td>\n",
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       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>392.83000</td>\n",
       "      <td>4.03</td>\n",
       "      <td>34.70</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>0.03237</td>\n",
       "      <td>0.00</td>\n",
       "      <td>2.18</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.458</td>\n",
       "      <td>6.998</td>\n",
       "      <td>45.8</td>\n",
       "      <td>6.0622</td>\n",
       "      <td>3.0</td>\n",
       "      <td>222.0</td>\n",
       "      <td>18.7</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>394.63000</td>\n",
       "      <td>2.94</td>\n",
       "      <td>33.40</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>0.06905</td>\n",
       "      <td>0.00</td>\n",
       "      <td>2.18</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.458</td>\n",
       "      <td>7.147</td>\n",
       "      <td>54.2</td>\n",
       "      <td>6.0622</td>\n",
       "      <td>3.0</td>\n",
       "      <td>222.0</td>\n",
       "      <td>18.7</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>396.90000</td>\n",
       "      <td>5.33</td>\n",
       "      <td>36.20</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "          0      1      2    3      4      5     6       7    8      9     10\n",
       "0    0.00632  18.00   2.31  0.0  0.538  6.575  65.2  4.0900  1.0  296.0  15.3\n",
       "1  396.90000   4.98  24.00  NaN    NaN    NaN   NaN     NaN  NaN    NaN   NaN\n",
       "2    0.02731   0.00   7.07  0.0  0.469  6.421  78.9  4.9671  2.0  242.0  17.8\n",
       "3  396.90000   9.14  21.60  NaN    NaN    NaN   NaN     NaN  NaN    NaN   NaN\n",
       "4    0.02729   0.00   7.07  0.0  0.469  7.185  61.1  4.9671  2.0  242.0  17.8\n",
       "5  392.83000   4.03  34.70  NaN    NaN    NaN   NaN     NaN  NaN    NaN   NaN\n",
       "6    0.03237   0.00   2.18  0.0  0.458  6.998  45.8  6.0622  3.0  222.0  18.7\n",
       "7  394.63000   2.94  33.40  NaN    NaN    NaN   NaN     NaN  NaN    NaN   NaN\n",
       "8    0.06905   0.00   2.18  0.0  0.458  7.147  54.2  6.0622  3.0  222.0  18.7\n",
       "9  396.90000   5.33  36.20  NaN    NaN    NaN   NaN     NaN  NaN    NaN   NaN"
      ]
     },
     "execution_count": 2,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "import pandas as pd # To load house price data\n",
    "import numpy as np # To manipulate data\n",
    "\n",
    "# Load from URL\n",
    "# data_url = 'http://lib.stat.cmu.edu/datasets/boston' # Set url of the dataset\n",
    "# raw_df = pd.read_csv(data_url, sep='\\s+', skiprows=22, header=None) # Load data\n",
    "\n",
    "# Load from local file\n",
    "data_url = './Data/houseprice.csv' # Set url of the dataset\n",
    "raw_df = pd.read_csv(data_url, sep=',', skiprows=1, header=None) # Load data\n",
    "\n",
    "raw_df.head(10) # Display the raw data"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "id": "f435a630-8c6e-4e3d-96d0-2bfc09346c16",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Data shape: (506, 12), Target shape: (506,)\n"
     ]
    }
   ],
   "source": [
    "import pandas as pd\n",
    "\n",
    "data = np.hstack([raw_df.values[::2, :], raw_df.values[1::2, 1:2]]) # Select features\n",
    "target = raw_df.values[1::2, 2] # Select target\n",
    "\n",
    "fts_names = [\n",
    "    '犯罪率（%）',\n",
    "    '大住宅用地占比（%）',\n",
    "    '非零售商业用地占比（%）',\n",
    "    '景观房',\n",
    "    '氮氧化物浓度（ppm）',\n",
    "    '平均房间数',\n",
    "    '老旧房屋占比（%）',\n",
    "    '离就业中心的加权距离',\n",
    "    '辐射路可达性指标',\n",
    "    '每万元房产税',\n",
    "    '学生-教师比',\n",
    "    '低层次人口占比（%）'] # Feature names\n",
    "\n",
    "print(f'Data shape: {data.shape}, Target shape: {target.shape}') # Display the shape of data and target"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "id": "5516781c-634a-4114-9827-745130dcf91a",
   "metadata": {},
   "outputs": [],
   "source": [
    "import matplotlib\n",
    "from matplotlib import font_manager\n",
    "\n",
    "font_manager.fontManager.addfont('./Data/simhei.ttf') # Add the font\n",
    "matplotlib.rc('font', family='SimHei') # Set the font"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "id": "8ad75519-b41d-4cf8-b5f5-b041c6a42806",
   "metadata": {},
   "outputs": [
    {
     "data": {
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",
      "text/plain": [
       "<Figure size 1800x600 with 12 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "import matplotlib.pyplot as plt # To draw figures\n",
    "\n",
    "plt.rcParams['font.sans-serif'] = ['SimHei']  # Support Chinese\n",
    "plt.rcParams['axes.unicode_minus'] = False  # Support negative sign\n",
    "\n",
    "num_fts = data.shape[1] # Get the number of features\n",
    "num_col = 6 # Number of columns in the figure\n",
    "num_row = int(np.ceil(num_fts / num_col)) # Number of rows in the figure\n",
    "\n",
    "label_size = 18 # Label size\n",
    "ticklabel_size = 14 # Tick label size\n",
    "\n",
    "_, axes = plt.subplots(num_row, num_col, figsize=(18, 3*num_row)) # Create a figure\n",
    "\n",
    "for i in range(num_fts): # Loop through all features\n",
    "    row = int(i / num_col) # Get the row index\n",
    "    col = i % num_col # Get the column index\n",
    "\n",
    "    ax = axes[row, col]\n",
    "    ax.scatter(data[:, i], target) # Plot scatter fig of i-th feature and target\n",
    "    ax.tick_params(axis='both', which='major', labelsize=ticklabel_size) # Set tick label size\n",
    "    ax.set_xlabel(fts_names[i], fontsize=label_size) # Label the x-axis\n",
    "    ax.set_ylabel('房价中位数（千美元）', fontsize=label_size) # Label the y-axis\n",
    "\n",
    "plt.tight_layout() # Adjust the layout of the figure\n",
    "plt.show() # Display the figure"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "id": "7f84cc75-336e-42ca-89c7-d84d0dfb85da",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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fPzs7G5GRkcjKykJERIQDnwkREZE6dHqBs5ceTmr84VFLpTdu3MDTTz+N3r1749ixY4bb9+7dixs3buDll182PFmNRoMxY8Zg8ODBSE9PR0xMjKuGTURE5DDs++pbPGqpdNSoUdBoNFiyZInJ7SdOnAAAdOrUyeT2li1bQq/XIyUlxVlDJCIichqx72vZbhRi39cdJ1NdNDJyFFVm3HJycrBp0ybs378fly5dQl5eHoKDg1G9enU0bdoUPXr0QN26de26xrJly7Bp0yZ89913qFy5ssl9mZmZAIDatWub3B4bGwsAuHTpksXzFhYWorCw0PDv7Oxsu8ZJRETkDLb6vmpQ2ve1a8M4Lpt6Ebtm3G7duoXnn38e8fHxGDZsGJYtW4bLly+joKAAf//9N9auXYtJkyahQYMG6Ny5M37++WdF1/nrr78wadIkTJgwAd27dy93v16vBwCEh4eb3B4aGmoYpyVz5sxBZGSk4b/q1asrGiMREZEzse+rb1IcuO3YsQMNGzbEvHnz0L17d+zYsQO3b9/G6dOnkZycjNOnTyM7Oxu//vorRo8ejQMHDqBTp04YNWqUyQyXLXq9HkOHDkX16tXxzjvvmD0mNDQUGo0GZfMsxH8XFFj+YL/yyivIysoy/HflyhXJYyMiInIV9n31TYoCt/fffx+9evVCVFQUkpKS8PXXX6Nbt24ICAgwPblWizZt2uDjjz/GH3/8ga5du2LJkiXo0KGDYXlTyrX279+P+fPn4/bt20hPT0d6ejr0ej0KCwuRnp6OqlWrQhCEckHXjRs3AMBqdkZQUBAiIiJM/iMiInJ37Pvqm2QHbjNnzsSLL76Ibt26ITk5Ga1atZL0uOrVq2PHjh2YMmUKDh06hG7duiE3N9fm47Zu3QqdTocuXbqgcuXKhv+uXLmCNWvWoHLlyoZ9ab/88ovJY5OTkwEA8fHMqiEiIu8i9n21tHtNg9LsUvZ99S6y6rh98sknGDt2LHr06IFNmzbB319ZbsO0adMwc+ZM9OvXD19//bXVYw8fPmx2dm7IkCFo2rQpXnzxRdx111249957ERsbi19//dUwrocffhg7duxAWlqa5HIgrONGRESeQswqBWCSpCAGc2wh5jkcUsetuLgYTZs2xbp16xQHbQAwY8YMXLhwAY0aNbJ5bMuWLc3eHhwcjPj4eENLq2nTpmHEiBEYOHAgxowZgw0bNmDbtm0YNmwYa7gREZFXEvu+lq3jFsc6bl5LdueE4uLicnvZXKFWrVq4//77TXqVvvvuu5g6daoh+eHhhx/GypUrZc2cccaNiIg8jas6J7Bjg3qkxh8e1/LKluvXryM5ORlVq1a1OFtnDQM3IiIi29ixQV0+G7jZi4EbERGRdeLeurIBBPfWKSc1/vColldERETkWrY6NgClHRt0es4LOYJLArdnnnkGS5cuRVFRkSsuT0RERAqxY4NrqRq43bx502Zh3X379uHTTz/FyJEj0bBhQ1y7dk3NIRAREZEDsWODa6kWuN26dQsxMTGoX7++1eNycnLQv39/BAcH4+LFi3j99dfVGgIRERE5GDs2uJbswO3q1atm+3mGhYUB+K+xuyUPPfQQ1q1bh0OHDkEQBBw6dEjuEIiIiCzS6QUknc/A5pSrSDqfwb1WKmPHBteSXUX37rvvRnZ2drl2VWJtt8DAQEnnadiwIQBAp9PJHQIREZFZLFHheH5aDab1aohnVhyBBuY7Nkzr1ZD13BxE9oxbaGgowsPDLd6v0fCNIiIi5xNLVJTdOJ+WVYBnVhzBjpOpLhqZd9HpBUSGBGJ4u1qoGGZakD8uMpilQBxM9oxbYGCg5Fk1a1g+joiI1GKrRIUGpSUqujaM40yQHczNaEaHBeKRZlXRtWEcOyc4gaLkBDVm1X788UfVzkVERL6NJSocz9KMZmZuEZbtv4Ss/CIGbU6gvFO8BRcvXkSVKlWsHqPX65GZmQmNRoMaNWqoPQQiIvJA9vS9ZIkKx+KMpvtQPXDT6/VIT0+3eZxGo0H9+vUxa9YstYdAREQext6kApaocCw5M5pt61Ry3sB8kOqBW+3atXHy5EnbF/b3h5+fn9qXJyIiD6LTC1iw+xw+2HWu3H1iUoGUze6ZubY78bBEhXKc0XQfqgduGo0GQUFBap+WiIi8zI6TqZj+7WmkZZv/spe6BKfTC5i57bTN603teReX8RTijKb7YJN5IiJyOnGju6WgTSQlqcDWMp6oYhgnFZRi0V33ofqM261btzB//nxotVpER0ejdu3aaNKkiaGzAhER+TZrG90tsbYEx2U8x2PRXfeheuCWkZGB5557zvQi/v6499578dRTT2HgwIGGLgtEROR7pM6QGbO2BCd1eS49pxCbU67KzlilUt0T47FoSItySSRx7EzhVKoHbhEREXjssceg0+nwzz//4M8//8Qff/yBn376CT///DOmTp2Kjz/+GD179lT70kRE5AHkzHxpUBoYWFuCE5fx0rIKLM7iaTTAzG2/G/7NNljKdE+MR9eGcYrLtpD9VN/jVrlyZXz66adYsmQJvv32W5w+fRpXr17F/PnzUaNGDVy5cgW9e/fGiy++qPaliYjIA8jdwG5rCU5cxgNgcQ9W2WY9bIOlnJ9Wg7Z1KqFPs2poW6cSgzYnkx246XQ6lJSUyHpMXFwcJkyYgHPnzuGFF14AALz//vt45pln5F6eiMht6PQCks5nYHPKVSSdz4BOz1Z+Utja6C6KiwiS3PdSXMaLjZAWFIrv1Iwtp/m+kUeRvVSam5uL27dvW7zfWg9Sf39/vPPOO6hfvz5GjRqFzz77DA0bNsSECRPkDoOIyKXsLRjry6xtdBdN7lIf4zvXlT2bIwh66ceiNGP1wPkMtKsXI+s6RK4ie8Zt+fLlWLNmTbnbxVk4KbNxTz/9NKZMmQJBEDBlyhRcuHBB7jCIiFzGUs9GLr9JJ86QxUWazpDFRwbjkyEtMLFLPVlBm/ieXM+xXYi3rHGryr9nnE0ld6URrE2RyZCTk4PIyEhUrlwZ169ft3l8UVERGjdujD///BNTp07F9OnT1RiG3bKzsxEZGYmsrCxERES4ejhE5GZ0egHt5+62mBUpbqbfN6Uz9/5IYE9/UuNzWHtPpNAAhmVZzqaSK0iNP1TLKg0ICMC7774ruWtCYGAgXn75Zaxfvx5vvPGGWsMgInIo9mxUl7jR3R5KyouYM2PLaej1AsatOlpu+VZO+y0iR1ItcAsODsbzzz8v6zGDBw9Gr169oNWygQMReQYWe3U/arzWYsD9+uaTZvfcSW2/ReRoLo2YAgMDERPDDaFE5DnYs9H9qPla38wttniflPZbRI7GqS4iIhnYs9Ex7EkGkFpeRC2cTSVXckjgVlBQgOzsbJvH7du3D5cvX3bEEIiIHMJasVf2bFRmx8lUtJ+7GwMXH8DENSkYuPgA2s/dLTk7V0oB3okP1EVchPXgLjxI2u4hV8ymMsuVRA4J3MaMGYPY2FjDv3/55Rd89dVX5Y5buXIl7rrrLnzxxReOGAYRkUNYKmURFxnss5vXlQYWapVWsVVeZHLXBpjeu6HVxva3C0sQFRrgdrOp9ga25F0UJSfk5OTggQcewNChQzF+/Phy94eGhiI0NNTw7yVLluDrr7/GE088YXLckSNHUFBQAL1eesFEIiJ3wJ6N/1FaPkOnFzBjy2nVkgFsvSddG8YhKjQAt/LM72PTlPn/gpn7nD2bKga2zHIlkaIZt6CgIPz222/IzMwEAFy4cAFvvPGGoZBuQEAA/P3/iwnLBnIAcPv2bRw9ehQajQbdunVTOn4iIpdhz0b7Zsykllb5YOcfkmfxyr4nAAwzgcv3X7QYtInXu5VXjEld6rvFbKqtwBZgyy5fpGjGLSAgoPTB/wZnf//9N2bPno0uXbqgdu3a0Gq18PPz++8i/v6Gx4i2bt2KkpISdOrUCdWqVVM6fiIichF7Z8ykbvJfsOc8Fuw5L7sIrrmZQClqxYRi35TOLp9NZc1AMkfWjJtOpwMAaDSlH14xOAsODoYgCAgONr9h08/PzySQA0qXTzUaDfuUEhF5KDmBhTlyN/nL2fdmaSZQipiwILeYTWXNQDJHcuAmCALuu+8+fPfdd+XuCwoKgkajsdg1QaPRGII9APj555+xe/dutG7dGo888oj8URMRkcvZG1i0rFkRcuIhqcuD1mYCpXh+/TG32PjPmoFkjuTAbdWqVThw4AB69eqFyZMnl7tfEAST4MyS/Px8jBkzBoGBgfj000/ljZaIiNyGvYHF4b8yIXd7lpQiuPa2wLqeLS+j1VFYM5DMkRy4DR48GJs3b8Y999yD+fPnSwrSzHnyySdx5swZvPXWW2jcuLGicxARkevZG1jYs8Rn7bFp2fYtHbrLxn/WDCRzZO1x69WrF5KSkrB69WoIgrwPs06nw9ChQ7F+/XqMHTsWzz33nKzHExGRe7E3sLBnic/aY2/eLlR8XpG7tLdizUAqS1FW6eOPP46BAwdiz549KCkpQVpaGoDShIO4uDgkJycDAJKTk/HLL7/gypUrSE1NxcqVK/HCCy9g7ty56j0DIiJyGTGwKJu9GSchA1ScsUvLKpC8H03z77mtLQ9GhwVKPJtt7rDxnzUDyZhGkDt19i+tVguNRmNx5i0uLg4vvvginn/+ecNxLVu2xJ49exAeHm7XoB0pOzsbkZGRyMrKQkREhKuHQ0TkEXR6QVFgIWZ/ArAZvIlnszXTlHQ+AwMXH5A4cutWj2zDUhvkFFLjD7taXo0YMQI7d+7EokWLAACffvopdu7ciX79+gEAqlSpgqeffhr169cHABw+fBiNGzfGkSNH7LksERG5GaXlMywtBVYMDUBUqGn9T6nLg+JMnjVxEUFWe5dy4z+5K9lLpdevX8c///wDAKhbty4eeOABxMTEAABat26NJk2aYOvWrQBKExoGDx6MyZMnIycnBy+//DJeffVVdOzYETt37kSbNm1UfCpEROSJLC0FAlA0iyfuvTPXKkrUp1lVNK9REc+sOOI27a2IpJA14/brr7+iRYsWmDBhguysUq1Wi/HjxxvqwPXr1w/p6emyzkFERN7J3IydPUVwuyfGY1SHBIv3f/bzRQDgxn/yOJJn3I4fP477778fQGlJj59//lnRBdu1a4dFixZh6NCheOmll7B06VJF5yEiIrJEpxfw7THrddhmbDmNfVM6c+M/eRTJM25NmjTBgAEDsHfvXsyePdvkPrEVVklJiaRzDRkyBA888ABWrFiBP//8U8ZwiYjI2+n0gqExvNTm8mXJaceldGZPjXESySVrj9uXX35p8m8xo7SwsBAajQaFheZr5xQXF6OoqMjktpdeegk//vgjZs2aheXLl8sZBhEReSlzjeHlNpcHpJfxSMvKR9L5DKRlF+Dm7UJEhwUiLjLE5qzbjpOpmP7taZNiv3ERwZjeW944ieRSVMdNnGET/7ewsBCCIFgM3IqKisoFbl27dkXNmjWxbt06fPzxxwgNDVUyFCIiciNKy4IAwPbj1zB21dFyt4vN5eXsO5Na3Hfmtt9xM7eo3O3WgsUdJ1MxZkX56ghp2QUYs+IIPuH+OHIgReVACgpK/8LIz88HADRu3BhbtmwxtLDS6/WGoA4wH7gBQLdu3VBYWGi2cT0REXmWHSdT0X7ubgxcfAAT16Rg4OIDaD93t6Sen9uPp2L86vJBG2C5BZW1pUpb7bhE5oI2oHQZ1Vy/Up1ewMvfnLB6zle+OcFlU3IYRYGbIAh49NFH0aBBAwBApUqV0LNnT1SqVFqksKioCMXFxYbjCwsLzQZu7du3hyAI2LNnj5JhEBGRmxAL6ZbdV5ZmIQAq+9ixq45YbThftgWVuSCx3ds/Yv6us9icchXJF29iak/z7bikElA+WDxwIQO38ootPwhAZl4xDlzIUHhVIusULZWGh4dj/fr1Fu8XBAH+/v+d+v3338f06dPLHde0aVO8/fbbeP7555UMg4iI3IBOL2DGltNma6YJKA2cZmw5ja4N48otm4qPleqfnAJDkFj2emnZhfhg1znDv+MjgzGqQwK+PZZqElBGhwXgZq714EskBoti94Sk89ICsqTzGWhXN0bSsURyKArcbPnkk0/wySefGP4dHx+P+Pjy6/1NmjRBkyZNHDEEIiJyEjkZnGXbR9l6bFkxYUF44etjknqbpmUV4LOfL2LhoOaoGBZk2Hd37VY+nl9/TPI1TRMdpC6BcqmUHMOulldEROT+HF22QmoGp7nj5DRxj48MBjSQHOiJz3Lmtt/RKiEafZpVQ1Z+EWZv/13yNQHTRIe2taXNokk9jkguh8y4ERGRe1CrvIaxspmjMeFBkh5nLtNTavYnUNqCKv22+eoFlhjP9mXlF1ltg2VO2X6lbepUQlRogNV9blGhAWjDxvTkIKoHbgUFBfjss89QqVIlDB48WO3TExGRRBb3gikor2F8zrKBYFxEEKJCA5CVV2w2KNKgtI2UuYbtYvZnWlaBxYBKqwEWDGyO7onxkveYlZWWlY93vv9DVtCmQfl+pX5aDd7u19hsORDR2/0as/MCOYzqS6UFBQWYNGkSPvjgA7VPTUREEtlKGADKZ0zaYilz9Hp2IW79G7SVDVdsNWwXG8IbH1vWgoEt0KNJVQD/BXpy3cwtkrWXLt5Kv9LuifH4ZEgLxEWYzjTGRQSxhhs5nOozbkFBpR/ksLAwtU9NREQS2ZMwYI6UzNHI0AAE+/uZdhOQsCzbPTEei4a0kLSk66fVoHfTeHz6b5N4W8TZvmiJy7lPtKmBHo2r2iwc3D0xnj1OySVkB26nTp1Co0aNLN4vBm7G5UCIiMi57EkYMEdKIHgrrxgrR7SAVqsxaSEVGRIInV5QJRDacTIVn8kI2oDS2b7IkEBJj+nRuKqkQBaAoccpkTNJjq7y8vIwb948vPXWW7h27RoiIiLMHqfVlq6++vn5qTNCIiKSTeqmf6nHSQ3wdp+5jnsSovHOjjOyEyJsBULWZv3MMZ7t0+kFq3vprO3DI3Inkve4ZWRkYNq0acjPz8eVK1ccOSYiIrKTrZZPGpTPmLRGaoD3+f5LGKOwg4ItUmu+je9UB6tHtsG+KZ0NgaK1vXS29uGZ4+gSK0SWSA7cqlevjoceeggAcP78eYcNiIiI7Kd2oCK196clShMijEmd9atTpQIAYOvxayZBlbiXLq5MckOclUQEc+zpyUpkL1kb0fr374+tW7fizJkz6N27t6PGREREKuieGI+Fg5rj9c0nTVo8SUkYKEsMBK2VwbBFbkJEWVJn/WZuPWXyfI2XaZUkFRjXrbuUnmvSVktkT4kVIjlkBW4PPvggAOD33+VVnSYiIufbcTIVM7f9bhLERIcFYmpPZcV3uyfGY3i7Wli6/5Jd45LTLcGYlJpvAMr1IS0bVMlJKjBXt84cWz1ZidQiq45bbGws6tWrx8CNiMjNWaq5lplbhHGrlO8169owzu6xyemWYEzK8q85atets3YdcUaRyFFk1+xo1qwZduzYga+++gqCYPkHIDU1FV9++aXZ+/R6PQoLC1FYWIiCggK89NJLcodBREQWSKm5pnRmSOqslyVaTWnwqJSlmm/RYYHIsHJeNevW2aJ0RpFICtmBW2JiItavX48nn3zS6nGnT5/GU089ZfUYQRCg0WgYuBERqUjt4rvGxFmvZ1YcgQaQHdjoBWDcqiNYpFW+F8zcPrW0rHxMXnfM5mOlBlUHzmfI6rRgTOmMIpEUsgO3OnXqAAA6deqEu+66y+wxCxcuxB133GExgUEQBOh0OhQVFSE/P1/uEIiIyAq1i++WJc56vfzNCavN1q2xdy9Y2X1qUnuYSgmqdpxMxcsbTsgeE2vBkTPIDtxq1aoFAOjcuTNeffVVs8csXLgQDRo0wEcffWTX4IiISD6pMz7pOYU2OxpY0rVhHKZ/exqA/MDN3uxSc2wt4UoNqsR9bXJnEpWUWCFSQnaT+TvuuAMAcOnSJbXHQkREKpBac23mtt8V1x9LvnjTpCepEtZm/OQWuFWjbp09+9rk1oIjUkr2jFt8fDw0Gg0uX77siPEQEZGd5OxDk1N/zLie2bnrt+0ep6WZQXMlOKS0zLKUuCC1bp3UzgxAaTA4qUt91IoJZYN5cirZgVtAQAAqVqyIv//+2xHjISIiFVgKYsqSmmUqtZ6ZFNaWLS0tVUoNMJUU2BVJ3fMXFRKAtx9tzNk1cgnZgRsAVK5cGVevXlV7LEREpCIxiFm+/yJmbrNcf9PWnjOl+74AlJvxs7ZsqaSMifEsoHGQ5sjODAsHt0C7ujGyz0+kBkWBW0xMDM6ePYvbt28jPDxc7TFZpNfrcfHiRfj7+6NmzZpOuy4Rkafy02oQUyFI0rHmZpyU7PsSw7FRHRLw7bFUycuWcsuYKF1StURqgkOb2uokVBApITs5AQCioqIAAH/99ZfFY3Q6naIBWbJq1SrExcWhbt26qFWrFurXr49ffvnF5JjNmzejRYsWCA0NRePGjbFr1y5Vx0BE5ImkziTFhJUP8OTs+xLFRgRhUpd6aFg1Eu/1b4qVT7fG/AHNsHpkG+yb0tliUCWnjImlrgbikqqShAs1EhyIHE1R4NakSRNs2bIFjRo1KndfSUkJAKhan23Pnj0YMmQIBgwYgMOHD2Pr1q0oKSnBI488gszMTADA2rVr0bdvX5SUlGDOnDlo0KABevTogePHj6s2DiIiTyQ1y/T59cfKBTxSg6nxnepg/oBmmNylPgANPth1DhPXpGDw5wcxbuURXErPs7nXTHKAGR5kdUkVkN/eSiTuDYyLNB0Ls0bJXWgEa32rFLh9+zYiIiLQrFkzHDlyRJVztmrVCjExMdi+fbvhtm+//RZ9+vTB5s2b8cADDyAhIQHh4eFISUlBREQEBEFAp06doNVqsXv3bsnXys7ORmRkJLKyshAREaHK+ImIXEXcA7brdBo+t9EcXgypjAOU+bvO4YNdZ21eZ/XINsjKL7K6Fy4qNABv97O8qb+oRI82c3aVaxJvPL64yGC8178pBn9+UNKYlNaJs7R3jshRpMYfiva4WaPVajFlyhTExsaqcj69Xo9Zs2YhISHB5PagoNIpfT8/P+zduxc3btzAyy+/bHiyGo0GY8aMweDBg5Geno6YGG4kJSLfYm4PmLXyIGUTAABgdbLt0k9xEUFoWbMiOr67x+peuFt5xRiz4gg+MTNzJY7VWtAGlC5VpucW2hwTYF/PUKUJDkSOpnrgFhoaijlz5qh2Pq1Wi27dupncVlRUhHnz5iEqKgrt2rXDJ598AqC0DZexli1bQq/XIyUlBV26dDF7frHZvSg7O1u1sROR93PXmRlLmaC2lliMEwAASCqyO7BVDRz+K1PyXriymaHbj6di7CrrKzTGSQ1qtrci8jSqB26OlJOTg1mzZmHjxo24ceMG1q9fj6ioKMM+t9q1a5scL876WevyMGfOHMyYMcNhYyYi76V2VqNa7OkAIJIzW1UrJkzW8caZoduPX8P41UetHl8pLBA/vdgJgf6l27LVam9F5IkUJSe4SlFREY4ePYqrV68iKCjIkACh1+sBoFxpktDQUADArVu3LJ7zlVdeQVZWluG/K1euOGbwRORVHJHVqBYlmaBlVakQLHnGSs6xIjEzdOyqo7CVQ5CRW4TDf2Ua/s3sT/JlsgM3cXbLXkVFRbIfU6lSJfzwww/466+/0LRpU/Tv3x+nT59GaGgoNBoNyuZZiP8uKLD8CywoKAgREREm/xERWWOrUCygPKtRDfbs7dKgdNawVUK0zWxUc8dKFRNWmhkqVdnnxOxP8lWyArdXX30VzZs3R0aGtP0Fluj1ejz88MMYN26cosfHxMRg4cKFKCoqwjfffINq1apBEIRys2U3btwAAAZjRKQqOYVinaFsQ/YLN5T1ES07WyVnZks81tYclxjsQQNZs4LmZvS6J8Zj35TOWD2yjaQ6cUTeQFbg1qpVK/z999/o2bMncnJyFF905MiR2LVrV7kZMnNu3ryJ119/Hb//btquRcwSLS4uRvPmzQGgXEHe5ORkAEB8PH+IiUg9cgrFOtqOk6loP3c3Bi4+gIlrUjBw8QF8tPtPRecyN1vVPTEeCwe1QMWwQEnHLhrSAlGhAWbPb5IZeltaZihQGujp9YIhMDWeyRSzP/s0q4a2dSpxeZS8nqzA7ZFHHsFnn32G3377DQ888ACuX78u62LFxcUYMmQIli1bhgcffBAffvihzcdERETg008/xfPPP28S6H3zzTcAgPbt26Nly5aoUaMGFixYYCgADABLliyBn59fuWxTIiJ7yNn75UiW9tkpXaGd2vMus2U6Zm47jZu5/21viQ4LMHssUBq8HX69KyZ3qYeoENMAzjjYk/Pa5BfrMPjzg4bAtP3c3S7dQ0jkSooK8K5ZswbDhw9HZGQkFi5ciH79+tl8zKFDhzBy5EgcP34cPXv2xPr16xEcLO0Hd+nSpRgxYgQ6dOiAxx57DFevXsX777+Prl27YvPmzdBqtYZj+vfvjzFjxmDDhg1YtGgRhg0bhuXLl0t+bizAS0S26PQC2s/dbTOrcd+Uzg6bARLHYG8SgsjcmC2VFDFXqNfSGC2VSrH1GgKARgOY+4aSen0iTyI1/lDcOeHIkSN44okncObMGdx9990YNWoUunXrhurVqxuOuX79On766Sd8+eWX+O677xAQEIBXX30VU6dOhUYj75fZ+vXr8fbbb+PMmTOoWrUqnnjiCbz44osICQkxHPPuu+9i6tSphrpsDz/8MFauXCkrAGPgRkRSiEENYFobzdFBhRgM7f/zBhbsOa/6+af2vAtPtK2FQ5duYtzKI7iVb72LgT3BqaXXUBQZ4o+s/BIz95SKCg3AwoEt0IZLpOQFHB64AaVLnwsXLsT//d//4erVq9BoNAgJCUF4eDhu376N/Px8CIKAwMBAPP7443jttddQv359pZeT5Pr160hOTkbVqlXRsmVL2Y9n4EZEUjm7jpu56zmCViN9udVaWykpxYktvYYD7qmOD3adkzQGd6idR2QvpwRuIkEQ8PPPP2P//v24dOkS8vLyEBQUhOrVq6NZs2bo0qVLuRpr7oqBGxHJ4azOCZaWLV1t/oBm6NOsWrnb5QS15l7DrcevYeKaFElj4NIpeQOn9irVaDTo2LEjOnbsqMbpiIg8hjN6WirthFB25kzOTJpU5pIMLAWZYnHisgGWuddQTvJC2R6rXDYlb+ZRLa+IiHyR3E4IYtiyYGBpGQ9xJiszt8hmT1A51zDXVspWcWKpAZattlbmzm3cSovIWzFwIyJyQ8bLh+euy6ubGWdlSTIqNAC38swnHMhlrq2UnOLE1gIssaDvMyuOQAPzyQvmOKN2HpErMXAjIodz1j4wb6E0CWF8p7poVzfG4uubfPGmakFbpIUiuztPp0l6vJQASyzoK+e1cHTtPCJXY+BGRA7l7MxLT6ckCUFctpzctb7VgFjN2aisvOJy+9V0egGbUq5JerzUAKt7Yjy6NozDgQsZksqTlF26JfI2spvMExFJZamyv7hJndXvTSlJQijbM9QaNWejxDHO2HLa0IIq+eJNkw4LlkSHBcgKsPy0GrSrG4O3H20MDWz3TSXyZgzciMghbG1SB0y/9El+EgJgvmeoJa0SohEXoW7wJu5XA6TP6PVtVk1RgCUuncZFmj4HOa8BkafjUqkC3K9DZJtam9R9idTAZ3ynuqgXGy7794+fVoPpvRtizAppmaXdGlbBD6f/sXmcOG6pM3qd74qVdJw54tIpfweTr2LgJhP36xBJIzUIYRbgf6QGPu3qxigOdrsnxmN4u1pYuv+SzWPrx0ZICtzEcYslPGzNGj6/LgXTezdS/DvTGbXziNwVl0pl4H4dIumkBiHMAvyPGPhYmjvSoPQPRXs34HdtGCfpuLZ1KiHKQvaoKCr0v/1qfloNeje1HYxdzy7k70wihRi4ScT9OkTyOCsIcRc6vYCk8xnYnHIVSeczFP0uEGuXAeptwDc3LqnvzT21bL83xufQ6QV8e8x2MMbfmUTKcalUIu7XIZLHWgFVb8sClLKFQureWEu1yywV1VU6LinvzeG/Mm3WfcvMKzb83pOTXMHfmUTKMHCTiPt1iORTMwhxV1L6cgKQtTdWjQ34UsZl673ZnHJV0rXE33tKfv/xdyaRPAzcJOJ+HSJlvDkLUEpfzpe/OYGsvGLJDddF9mzAl9ovdN+UzlbfG7m/95T8/osJD0LS+Qyv+2wQOQoDN4lsNTxm1W4iy7w1C1DKFgpLS41yGq47YlziMqW131lSGr1HhQZArxdM9s5JaQyvARAZ4o/xq44g0+g1YpY+kXVMTpDIEZuGiciz2bvMV7aArVqkjmvX6TS0n7sbAxcfwMQ1KRi4+ADaz91tyPa09ntPdCuvGIM/P4h7Zu/E9ydTbR4v3icAuJVfYhK0AaWvBzNOiSyzK3DT6/U4e/Ys0tKkNRUu69ixY/Zc3ulYtZtIGTUyLt2RWlsj1NjnZfwap+cUSnrM5/sv2SxvZOn3Xlk3c4sxdtVRHL2cafN4Sw3qRQKYcUpkiUYQBMU/GTk5OYiKisLTTz+NTz/9VNZjS0pK0LhxY3Ts2BEfffQRAgKs/yA7S3Z2NiIjI5GVlYWIiAizx7BzApF03ly0WqcX0H7ubklLg9asHtnGrqVkc6+xVgNYins0ADQ27o+LDMa+KZ0Nv9t0esFmo3fRx4Na4MHE//bOxYQHAQKQnluImLAgTFhzVFJPU3tfFyJPIiX+AOzc4xYWFgZBEHDixAm8//77iI2NRa1atVCvXj1UqVLF6mPffPNN/PHHHygoKEB+fr7bBG5SeOt+HSK1Scls9OTgzVbJEwGle8DMJSeIx9i7N9bSa2wtKBMAWPuTvWypDvGP1aTzGTaDNgCYuvkkHkyMM/t7Mul8hqSgDWDGKZE5dgVuWm3pSuvBgwdx4MABaDT/zTpVrFgR9957L+677z506tQJd999t+G+zz//HLNnz4a/vz9WrlxpNbIkIs8kNbNR7Y35zmar5AkAh9Wys/Yai8rOvMVFBuOhxDhJLa/+ySkwO5tnS0ZukcX6bHKCMWbpE5WnSlZp37590b9/f1y7dg1Xr15FamoqTp06he3bt2Pr1q3QaDRo3rw5Jk6ciJKSEowePRoAsHDhQtx7771qDIGI3IwvFa22VfLEUbXspBS81QvA1J53IaZCkGFcyRdvSgrcLqXnYd6us4qWgS0FaFKDseiwAGbpE5mhSuBWo0YNDBgwoNztubm52LNnD7766its2bIFTz75JAAgODgYS5YswcCBA9W4PBG5IV8rWm1tC4WjatlJfe1iKgShT7Nqhn9LKW8UGxGE1cmXFe/dsxSgSW1EP6tPokfPxBI5iqys0p9++glLly5FVlaWpOPDwsJw//33o3Xr1ggJCYEgCBAEAbGxsejYsaOiARORZ2DRalNiYNenWTW0rVNJlaBE6WsspbzRwFY1kJatLKi21oNWvLa1Zz+6QwJ6NKmq6NpE3k5W4LZkyRKMHDkSVapUQefOnfH222+bPe7y5ctYvnw5Bg4ciLi4OLz44osICAjA9OnTMXPmTFy6dAldu3bF7du3VXkSROR+fK3JvCvY8xrbKm9UKyZM0Zg0sL1vT7x2fJlrVwoLxMeDWuCVHg0VXZvIF8haKr3zzjvx4IMP4ujRo9i7dy/27t0LAFi+fDkyMjJw7do1HD9+HOnp6RAEAX5+frjvvvswePBgDBkyBEFBQQCA/Px8vPXWWxgzZgxWrFih+pMiItfzpSbzrmLva2xtCTfpfIbs8cgp8+LNrdCIHElxHbeTJ0/i+++/x3fffYe9e/dCr9cbskq7dOmCZ599Fvfeey8qVqxY7rF6vR4dOnRAUlIStm/fjgcffNC+Z6EiqXVUiEgab67jZsyV9R0d8RrbqlEnljJ5r39TpOcWMvAispPU+MOuAry//PILTpw4gY4dO2Lr1q348ssv8fvvv0Oj0aB3797YuHGj2cfp9XqcOXMGzZo1Q506dXDy5En4+fkpHYaqGLgRqc/bi1bbCpyc8fwdcQ2xRhxgfjbP0+vwEbkThwRuV69eRb9+/TBr1ix07doVL774It5//31cuHABNWvWxM2bNzF37lzs2LEDLVu2RM2aNdGyZUt07drVsEyalZWFli1bYvbs2di7dy++/PJLJCUloUmTJvY/axUwcCMiOSwVwBWDm1EdEvDtsVS3nXG0FfD5yowpkas5JHBbs2YNnnzySRQXF6N58+Zo3bo1PvnkE1y9ehWhoaHo0qULLly4gNOnTyM4OBitW7fG2bNnUaFCBYwbNw7PPfccvvjiC7zwwgv46quvcO+99+Ls2bNcKiUij1A2yGlZsyI6vrtHVnFaQP6MldhuqnTfmYC2tWPQxkJmqpyZN6lBmbnnffivTKfPoHr7zC35Noctlaanp2PBggX47rvv8NBDD2HmzJn4888/MXDgQPz222+YN28exo8fDwC466678Ndff6FatWo4f/48wsLCEBISAj8/P1y9etXQecGdMHAjInPMBTnRYYGS2zeVZa4fqKXrvvzNCdzKM201FRUagLf7NTYJsOTMjtmaKbQUVLpqBo4zf+TtpMYfsiOnmJgYTJ8+3aTFVVhYGO68806sX7/eELSJoqKicPbsWaxfvx6VKlVCeno6ateu7ZZBGxH5Bp1eQNL5DGxOuYqk8xnQWWrs+S8xyCk7s6Y0aAP+6xyxfP9Fi+PYfjwVY1YcKRe0AcCtvGKMWXEE83edg04vWBxjWlbBv8edNVynqERvtR0ZUNqOrOx4rF3jmRVHsONkarnzyX2tzVFyXSJvJWvGrVWrVggICEBQUBC0Wi0uXbqEixcvokOHDvD390dxcTGKioowe/Zs3HfffWjcuDGysrJw7do1AMCXX36JJ598EhqNBhMnTsT777/vsCemFGfciLyb3JkbMbtS7nKoEtFhAZjVJxE9mlTF9uPXMH71UYvN4o3FVghCoU5vNsAzfx1pM4WrR7YxdIOw9TqYm0FUY5ZMyXWJPJHU+ENWHbcjR45Ar9eXu/3nn3+Gcfy3efNmvPbaa7h165ZJ4/n9+/cjLi4Obdu2xfz589G7d2/cf//9coZARCSbuDdq1+k0fG6mR6c4c2NueVBKP1C13MwtxthVR9E15Sp2nv5H8uOu5xTKvI60mULjllpye89aWoq19lqb40s9b4mkkLVeeenSJaSmpiI9PR1ZWVl47bXXDPcNHz4ct27dQmpqKgoKCnDgwAFcv34dN2/exHvvvYeCggL89NNP6NSpE1asWIFq1aph4sSJqj8hIiJjO06mov3c3Ri4+IDZoA2wvDyo0wvY/+cNxw+yDDlBmyMZt8qS03tWpxcULcVaOp/U6xL5AlmB2x133IHY2FisXLkS3377Lfz9SyfsunXrhmXLluHVV19FbGwsPvroI2zfvh0xMTEoKirClClTULt2bZw7dw6dO3dGSEgI3nzzTZw8eRIbNmxwyBMjIrK0N8oc45kb8bHt3t6NBXvOO3iU7ikqNMCkVZacvqhyZsmknE/qdYl8gazAraSkBEOHDsWkSZOwaNEilJSUQKPRYPHixRg6dCgWLVqEBQsWICAgAN27d0d4eDhiYmLwxRdfIDw8HEBpVwUAGDRoECpWrIh58+ap/qSIiKzN+liz83QadpwsTQqQ2mTdG7dWlX1KcvqiqjlLxp63RKZkBW7btm3DihUrMGzYMOzcuRPFxaUbYQsLC/HZZ5+hRYsWeP7553HixAnD7TqdDkOGDMHvv/+OZcuWoWbNmgCAwMBA/O9//8Ovv/6KM2fOqPy0iMjXKd2btnT/JTy37pisx/j7eV+WfGZescmMmNgXFSgf1JXti6rmLJmc6xL5Alm/bfr06YMNGzZg6dKlCAkJQV5eHgRBQGFhIQICArBs2TIAMCx/FhQUID8/HwDg5+eHoUOHmpzvoYceQteuXc32MyUisoc9e57yinSyji8qKZ+05Q32/5luUsaje2I8Fg1pgbhI04ArLjLYJNlA6SyZpdIhUq9L5Avs6lVqzmeffYZRo0YBAH744QeUlJSgR48eZo8Vg7qQkBA1h2AXlgMh8mxiBun+P2/47P40R5Dbe1Vun1MppUPYOYG8mVOazHsjBm5EpTzxS9Lclz+pQ3znFw5qjophQaq21FLaxYHImzBwU4iBG5Fnthey9OXvakPb1kREcAAW7PnT1UNRhVYDk6LAtj4Xtv4AkFLguFJYIJJeeQCB/t63l5BI5LCWV8bEzgly5eXloUmTJm7VXJ6ISnlieyG5GaTWJg41ADQqTiw+lBjvVYVhy5Zes/W58NNq0LZOJfRpVg1t61QqNzsnJYkkI7cIbebscsvPHpGz2RW43XvvvWjatKnsxwUHB+PkyZO4dOmSPZcnIpWpWTjVmaRmkI7vVBerR7bBgoHNLW6cFwB0uauK3WMSN+Bn5hbi+XUpdp/PXdn7uZCaRHIzt9ht/3Agcia7ArewsDAEB8sveig2mPfz87Pn8kSkMjULpzqT1C//erHhaFunEno0qYpRHRIsHrfz9D/omVjFYnBniwalr9XdNaMwdtVRpGXLa0nlaez5XMgtnOuOfzgQOZOsXqXlHuzvb+ieAABdu3ZFr1690KdPH0O9NlKPJ24WJ8+iZuFUKZ9XtT7TUr/8fzlb2r4qJiwIm1Osz9xsO6m87VRooB8C/LXYcjxN8Tk8kZISLGLpkLSsAptL3exLSmRn4Gbs4sWL+PHHH7F7925MnjwZDRo0QJcuXdC5c2d07NiRtdrs5ImbxcnzqFU4VcrnVc3PdKuEaMRFBNmc2fr6yFV8feSqrHMrkVukA2TWgnM34qyhHEraTokFdsXSIVKwLyn5MtVSdK5fv47mzZsjKCgIgiDgzJkzWLBgAR599FFUrlwZzZo1w8SJE/HNN9/gxg3nN232ZJ64WZw8kxrthaR8XtX+TPtpNRjYqoasxygVEuDdWzwmd6mHT8wUu7WV0GFP2ymxwG50WKCk49mXlHyZohk3vV6PslVE2rRpg8OHD0Ov1+PcuXNISUnBb7/9hsOHD+O3337D8ePHcfz4cSxYsECVgfsKW5vFNSjd89G1YRyXTcluxrMfZWdcpLQX0ukFTP/2lNXP6/RvTwHQqP6ZrlEpTPKx9sgv9uyZNFtqRIeie2I8ujaMQ/LFm0jLLsDN24X4OzMPy379S9HnQoruifHofGcs2szZhZu5xWaP0aC0WwL7kpIvkz3j9tNPP6F58+bYsmWL+RNqtWjQoAEef/xxvPvuu9i9ezdu3bqFw4cP48MPP0SvXr1QoUIFuwfuKzx1szh5LnvaCy3Y/afV5UoBQFp2odXm7Uo+0ztOpuLNLackH0+Wzdz2O3acTIWfVoOs/CK8s+MMZm77Hct+/QtA+VIparadCvTX4q2+jUtLspS5j31JiUpJnnFLTU3F5MmTsX79egiCgPnz50u+iFarRfPmzdG8eXOMHz8eJSUlCAyUNiXu69TcLE4klfGMi9TEgR0nU/HBrrOqjcHcZ9pcMsPO02kYI2N/lC+LDAlAdn6x1b1rmblFeGbFEYzqkIDPfr5Y7lgxoXNEu1ro0jBO9SQp8Q+Hsvsf47inlwiAjMCtsLAQGzduRGBgICZMmIBJkybhgQcekHyhs2fPYteuXWjUqBE6duyoaLC+SK3N4kRyiYVTpRCX9NVU9jNtLpkhMiQABV6+dKmm4e1q4YNd56weIy5XL/6lfNAm0gDYfjINr/Z0zOyXkj8ciHyF5MCtVq1a+Oijj9CpUyfUq1fP5vH5+fnYvn07tm3bhl27duHq1dJMroceeoiBmwy2UuW554PcgdQCuAAQFxEEQIPr2dI/05baWWXlm98LReXFRwajXpUKiAoNwK0866+bAMBaM0RnlOWQ84cDkS+RlZwwatQoq/dnZ2djy5Yt2LBhA77//nsUFBQYkhiioqLQoUMHdOvWTflofZC9m8WJnEHOUv303o0AQPJnWm47K6mUlLvwZL2bxmPcKnV7uXKLBpHz2VXHTRAE6PV6w78fe+wx7Ny5E4IgQKvVom3btujTpw8eeOABNG/eHBo1GwD6EO75IHcndal+cpd6hs+r1M+0nNk8OeIig/H43dUx70frS4f2CA/yw+3C8ku5zgwatRrgw8ebYfZ3Z1S/ZpUKwbKKKLOIOJH97ArciouLkZ+fb/j3oEGDkJmZicGDB2PAgAGoUsV6v7+yJUXIMu758Gze/oUlpfp9fGQwxnf+b5uF1M+0I2Z1pva8C0+2S8DW49dUPzfw38zhe/8r7eVsLkDNyi9GnhOK9C4Y2AIVwwJlBb8alGaPWuosJS5nZ+YWof3c3ZKKKLOIOPkiR/zutytwy87ORkHBfz+EQ4cOxdChQ20+Tqcr/WVlPFtHtnHPh2fyhS8spUv6ZT/TOr2ApPMZJr/k1Ey8EQOOJ9slwE+rcVhST9mZw7IBakmJHk8sS3bItUXGn7HNKdK7RYjv0Mj7SrNKAfPvp6WlV7GIsnGJEEt7FM0dS+QtHPW7X1bglpmZadK66siRI4pmzfLy8gCUZqoSeTNf+sKyd0nf0i+5h5vEQ2tl9keuab0aQqcXsHz/RVzKyEWFYH/kFJSoc3IAXe6qjGFtE3AzrwhJ5zMMf2EbB6jvfX9GteuZ81qPuzC8fYIhUI4JD5L8WOP3q3mNimbfz6k978LMbb9LKqKMf/8/i4iTL3Hk735ZgdukSZNw/vx5PPfcc+jduzeqV6+u6KIVKlTgbBt5PV/seqF0Sd/SL7nUrAIs/uWiauN7tEU1HL2cibErj6gWCJa16/cb2PX7f239jP/CFpdNzl6/7ZiL/ysrv8j0NZf4XF/rcSeGt69teKyl91NuYXCpx3JFgbyBo3/3Sw7c/vrrL6xduxbFxcX43//+h4oVK+KRRx5Bx44d4ecnv3efTqcz7JEbN26c7McTuTs5X27e9IUld0nfUVmj5hy8mIErmc7NhEzNKsCYFUfQqUEMjv2dZbGdk7pMvwzSc6WtblSJCLa5nA04pjA4M1TJWzj6d7/kwC08PBzz58/H1q1bsXv3bty8eRPLli3DsmXLZF9UJAgCNBoNAzfySux6IY0aWaMRwf7IlrDc6eygzdieP9Kddq2yXwZqF/J2RGFwFhEnb+Ho3/2SA7dKlSph9OjRGD16NPLz87FmzRp8/PHHOHz4sOGYmJgYDB8+HCEhIVbPpdfrUVRUhLy8PNy8yR6b5J3Y9UIaewPX8Z3qYlynumg4bYfVorG+omJoANrUNg3c1C7kLfd8LCJOvsTRv/sVZZWGhITgqaeewlNPPYXk5GTMnTsXmzZtQkZGBlatWoW3334bgwYNUjQgIm/BrhfS2Bu4tqsbg5BAP9xfP8aps1qOotEAAX5aFJUo2wc8p19js8udahbylns+FhEnX+Lo3/1au0YHoFWrVtiwYQMOHz6MDh064O+//8YTTzyB+++/H3///be9pyfyWOKXG1B2xxG/sIyJv+TkvgoalM7ktEqIxo6TqTj2d7Yjhud0ggBFQVtUSAA+sZKpJmb9xkWaBspxkcEmGW5iSZbNKVeRdD4DOgtZHFLPJ/dYIk/n6N/9GkHlKriff/45nn/+ebz55puYMGGCx3VLyM7ORmRkJLKyshAREeHq4ZAX8IQ6bs4uEFz2epm5RRi36ggAaQmQ4sgWDWkBABiz4ohjBuoitgrgmrNyRGu0qxdj8zhr77WSzyo7JxCZJ/fnSWr8oXrgBgC5ubkICwtT+7ROwcCNHMGdv7CcHVhaul7vpvH49liq5Nun9WqIrg3j0HLWTptN0z2ZrfZY4rLLvimd7fpMWSrJYhwku8sfGkSeQs7vfpcGbp6MgRv5Emd/Wdu63sJBzVExLKjcLzlLv/z2/5mOwUsOqjY+dzOiXS1sP5lmMetWrfdJpxfKta4qex01gkMiskxq/GFXyysi8lzOLhAs5Xozt/1uNjiwVBsu6XyG3eNyZ10axuHVng2RfPEmdp1Ow8aUqyZ14KR2pbDFV2sOEnkiBm5EPsrZX9aOuZ73LhhoNUDLmhUNQWvbOpUMQZzaS+6sOUjkOewO3AICAhAUFISAgAD4+/ubJCPo9XoUFxejqKgIS5cuxcCBA+29HBGpxNlf1mpdz3jZNDIkUI2huSW9ABz+K9MkiJXblUIq1hwk8hx2B246nc7QNN4abqUjci9yv6ztTbCQer2YsCAknc+QnPWo0cBrC+8qCZqVvE+sOUjkOVRZKh0+fDimTp1qcpsgCKhdu7bhvsqVK9t1jQULFuDDDz/ExYsXERwcjB49euCjjz5ClSpVDMds3rwZM2bMwJkzZ1CnTh188MEH6NKli13XJfJWrRKiERcRjLRs6xvSxTpp9maeSgkOIkMD8Pz6YyZjEq8DwGxig7cGbYD8GS6l75PaBXqJyHHsLsALABEREahZs6bJf7Vq1TK5LzQ0VPH5586diwkTJqBOnTr46KOPMHr0aGzYsAHdu3eHTqcDAKxduxZ9+/ZFSUkJ5syZgwYNGqBHjx44fvy4Gk+RyOvsPJ2GghKd2fuMv6x3nk7DMyuOlNuflpZVgGdWHMGOk6mSrmerKKUA4FZecblAMu3fJu3Prknx4h1tpoyLC0slZuwqfZ9YJJfIM7h9csKNGzcwY8YMTJ48Ge+//77h9qCgILz11ltISkpC8+bNMWHCBNSqVQv79u1DREQEnn32WXTq1AmTJk3C7t27XfgMiNyPpbIcoqjQAMzp1xhdG8ah/dzdqmWeisFB2Vmh2IggFJTozdZjE6+ttAWUp5E7w6XTCzhwPgMvbzhh9/vUPTEeXRvGuW3NQSLygMDt9u3beO211zBx4kST25s1awagNLDbu3cvbty4gZdfftlQ+0Sj0WDMmDEYPHgw0tPTERNju6I4kS+wVpZDpBcEVAgOwIHzGapngpoLDvSC4NX12OSQU+LD3NKoOXLeJ0clQBCROtw+cEtISMBrr71W7vaDB0t/yTdt2hTr1q0DAHTq1MnkmJYtW0Kv1yMlJcXiXrfCwkIUFhYa/p2d7R39DokssVWWAwCy8ksweMlBhAb6STqn3E30ZYODzSlXZT3emz15b010bRhn8zhbs6bmsJwHkedTZY+bs2VkZGDp0qXo1KkTateujczMTABA7dq1TY6LjY0FAFy6dMniuebMmYPIyEjDf9WrV3fYuIncgZwv77wi83vgyrK1id5W43KWmfjPnO/+QMtZO63uSZMya2oOX2cizyd5xu3atWuYMWMGgoKCEBgYCD8/P2i1pXHf/v378eqrr5p9nLn7BEEw1HcrLCzEp59+KmvQzz77LLKzs/Hee+8BKK0XBwDh4eEmx4kJEbdu3bJ4rldeeQXPPfec4d/Z2dkM3sirqfnlLaVMhJRMx5Y1KyI8yB+3C0tUG5snu5VXjDErjuATC0kBUmZNjbGcB5H3kBy4ZWZmYvHixSYFdsXabIcOHcKhQ4fMPs7SfRqNBoIgQKPRyArclixZglWrVuHNN99EixYtAJQGaOL5jIn/Liiw/AsuKCgIQUFBkq9P5OlsleWQSsomekvLeWKm46IhpT/DL39zgkGbGdO/PWU2oUDOrCnLeRB5F8mBW8WKFTF8+HBDh4SAgAAEBATg3XffxT333IPOnTubHC8IAt555x2z9+l0OhQVFSEvLw8ZGdJ7DR48eBDjx49Hjx498Prrrxtur1atGgRBwJUrV5CQkGC4/caNGwDAZvFERqzV7JLD1iZ6Kb1JX/nmBDLNZJJSqbTsQrMJBXJmTdXqZ0pE7kFy4Fa1alUsWbKk3O3vvvsu2rVrhzlz5pS775133rF4n1wXL15Enz59ULt2baxevdpk5q958+YAgF9++cUkcEtOTgYAxMfzFxaRMUtlOaQY0qYGejauarNMhJTepAzabDM3u5aZW2TzcVEhAVg4uAXa1K7EmTYiL+IRyQnXrl1Dly5doNfrsXXr1nIzaC1btkSNGjWwYMEClJT8t9yyZMkS+Pn5lcs2JaLS4G3flM5YOaI1okICJD8uoVIY2taxHQz4cgZjgJ96gVLZ2TWdXsDMbadtPu6tvoloVzeGQRuRl/GIwG3w4MG4cOECHn/8cfz6669YsWKF4b/jx49Dq9Vi2rRpOHToEAYOHIgff/wRY8eOxbZt2zBkyBDWcCOywE+rQbt6MXj70caSHxMdLm1PqC9nMI5oX0uV88RFBJVLKJCamFAxjHt3ibyR29dxu3nzJvbu3QugtF/pggULTO6fNm0amjRpguHDhyMjIwNTp07F119/DQB4+OGH8eGHHzp7yEQep3tiPCZ3qY8Pdp21eWxchLSATK0kCE90X90qWHPob7OdIEShgX42y61M790IflqNSeP4c9dvSxqDL894Enkztw/coqOjy2WLWvLiiy9i6NChSE5ORtWqVdGyZUsHj47Ie4zvXBerk/9CWnahxWPk9M80ToIwR2wqn5VX7FWBXXxkMNrUqYS3+zXGGAvPHQDe698EWq0GL39zolyAFxUagLf7NUb3xHjJ3RHK8uUZTyJvpkrglp2djcuXL1u9r3LlyggJCVHjclbFxsaiV69eDr8Okbfx02owvXcjQ6BlHEwpLSnRPTEeozokYPEvF2Fcc1erAUbel4DmNSrald0aFxGEAfdUx6/nM5B8KVPBGdQnvkbdE+Px8aDmeG3TCWTmlS91MnPb75jWqyEOv94VBy5kIOl8BgABbWvHoM2/ewiVdEcAgEphgWhZs6Iqz4eI3ItGkDqdZYFWqzXJ8LTkq6++wqBBg+y5lFNkZ2cjMjISWVlZLCNCPklKwVw55zIXeIi/MYzruFlbVjSnVa2KOPfPbbfJTNVqgAUDm6NHk6oAbPcRNX4NzL2uOr2A9nN3y55pEyl9z4jINaTGH6rMuBl3U9BoNIZiuHq9HiUlJSa9QInIvZlrAm+r9Ic5Uuq4Tf/2FN7t3xRK/nx0lxk20YKBLdCjSWmQJGWmTHwNZmw5behNavya6/WC4qANMC1yzOCNyHvYHbiJ7aaIyHuUbQKvhJQ6bmnZhXhiabJd13EHk7vUNwRtcvqICgBSswqwYPefWHPossnrJbVES1iAFrnF5X8Plw0MWRaEyDt4RDkQIqVsNTcnx/GWrMawQD+r90eF+GN857qGf8vtIwoAH+w6W+4xt/KlLQGbC9pEYmCYfPGmrPEQkfty+6xSIqXU3KvlrozLRChd0nQUT89qrBgagNmPJOLVTScBK2U7BAAHLmQg/XYhqlQIRlq2+wWs3hJEuwN3/pkj38DAjbySlObmnh68uXtg6kl13OIjg/H43dVRotcDKF0mblO7EpIv3rSZNJGVX4LBSw4a/h0dJr0LhbN4ehDtLtz9Z458g2pLpStXrsSsWbPUOh2RYrY2xQOl+348edlUDEzLLq+JgemOk6kuGlkpcVaiR2Kc2wdtr/W4C+/1b4qalUJRMTQQdaqEQ/tvprySmaqbue6R5QqU7nGTU3uPLHP3nznyHarMuBUXF+ONN97ApUuXEBYWhsmTJ6txWiJFpGyKF/f92LsB3xWkZGu6ckO60oKxauqRGIvtJ6/bPC4y2A+f77tgtuhwfGQwBtxTwxHDMzp/dXyw65xDzq+09h6V5+4/c+RbVJlxe//993Hx4kXExcVh+PDhapySSDGpsySeuu9HTmDqbJZmJdRk7WsxPMgfoYF+koI2AMgq0FnsFJGaVYB5u84iKjTA6jWVmNrzLuyb0hnjO9dDfGSw6ucHgLjIYK/YEuAO3PlnjnyP3TNuBw4cwNSpU+Hv749ly5YhMjJSjXERKSZ1P4+n7vtx18BUThkMkdSOCWJgM6pDAr49lmryJVopLBDNqkfi4MWbuF1YvkOBvcQxKu3uYE5MhSDDzIzYFsye82tQGqi9178p0nML7aq9x4335bnrzxz5JrsCtytXruDxxx9HSUkJPv74Y7Rs2RLNmjVDSEiIoSCvJSUlJSgoKEBhYSGOHTtmzzCITNjaFC9+yXnqvh93DUyVlMEIC/I3CbbiI4PRsmZF7DuXblIOI85oA/hL3e8yCS4ycwsxdtVR1Z6HMQFAZl4xJnephzWHrqg2k2j83nRPjMeiIS3sWl4WUDqL165ejOIxceO9Ze76M0e+SXHgduHCBTzwwAO4cuUK5syZgzFjxuD69es4fvy4rPNIaZdFJIdxc/OysxjesO/HXQNTJbMNtwtLMLlLfdSKCcWl9FysTr6Mrcf/2+QdFRKAp9olYHznuob3y7g4sNgWytFqxYRh35TOhoAxJiwIz61LwfUceV1hLL03YreK5fsvYua23xWNcea236H9t0eqXL6QhW0Pd/2ZI9+kaI/bjh070L59e/z9999YsmQJpkyZAgCIiYnBsWPHcPbsWfz111+4cuWKxf/Onz+P06dP48iRI6o+ISLgv1mMuEjTv4C9Yd+PGJgC5fd7uTIwVTrbsObQZQRoNZi361y5/WZZ+cWYt+ssdp5OM7ldLKz8wc7yhWsdoUqFYEPA2KdZNeQUFqNQJ69rjK33xk+rwZPtEhTveVOa3egLWdj2ctefOfJNsprMjxw5EhqNBp9//jlq1KiBFStWoF27do4cn9Oxybx38eY9O+62tCXOfimp2xYdFmCxjIY4m7FvSmf4aTVOz1qNCg3A4de7Gj43tvqQRoUG4PG77yi3F0/qeyOeH1C25y06LAAHXumCQH9pf5cnnc/AwMUHbB63emQbj8zCVpO7/cyRd5Eaf0gO3H744Qd0794dGo0GMTExOHr0KKpWraragN0FAzfyJO4WmNobdFizemQbZOUX2Wze7gif/DtLKwan1oLG+H+DTACK35sdJ1Px6saTuJlbpGi80WGBeKtvoqRgYnPKVUxck2LzuPkDmqFPs2qKxuNN3O1njryH1PhD8lJpQEAAHnroIWg0Gty4cQPt2rXDtm3bVBksESljvHzXtk4ll3+BWFqiVkNaVr7srFW1vPLNCcMXtq2ZPrEshD3vTffEeEzteZfi8d7MLQ1wtx9Ptdmrlxvv5XG3nznyPZKTEzp16oROnTrh7NmzmD59OtauXYvevXtj7Nix+OCDD+DvX3qq6dOnIzo6GlWrVkVcXBxiY2NRuXJlREVFOeo5EJEbETfaJ1+8iR9OpWL5r39ZDbY0GkDKvP/N3CLVl0fFVlfzfrReBDczrxgLdp9DrZgwSedVoyxEXGSIXY8XAIxffQTGsZq5ZT0prcmiQgKgFwTo9AIDFSIXk7XHzdjBgwfx1FNP4Y8//kCbNm2wdetWVKxYEcHBwSguLr9XJTw8HE2bNkXPnj0xcuRIREe7Z/YNl0rJ3XnaUs3246kYu0p5EpK4x+2l7ndi8toUu84DAJP+zWIVX7utx69JWiqMCgnAwsEtTPqSWqLGfjCdXsA9s3cpXi41R3wNyiboSF3i5n4uIsdRfY+bOYWFhXjyySexdu1aNGnSBFu3bsWGDRvg5+eHkpIS5OfnIysrCxkZGTh+/DiOHTuGoqIihIaGYu7cuRg3bpzSSzsMAzdyFDUCLk/dHL39eGq52R85PhnSApEhgZI20QNA/xbVsO/PDKRl236dpG7OB4CVI1rjha+P2SwLISZSWCPl8/DmllNYuv+SpLFJZWmMUpI+LAV+RGQ/qfGHXQV4g4KCsHr1akRERGDx4sXo2bMnfv31V4SFmV9O+Oeff/B///d/+OCDD/Dss89iz549WLNmjWGZlchbqRFweXKtrYphgYqDNlGrhGhEhQSYFOa15L76lTG3f1OLgZFx0BQTFoTIkABkSThvem6hKjUCpX4eujaMUz1ws9SrV1ziPnA+A+NWHTH7OrMvJ5HrqdKrdNGiRXj44Ydx4sQJDB482OJxVapUwdy5c7Fr1y5UqlQJGzduxGOPPabGEIjclqX+nXLqbnl6rS1793zN2HIaAPBUuwRJx5etu2a8iXzHyVS0n7sbAxcfwMQ1KRj8+UHJr1uVCsF21wiU83kQ9585grn3xE+rgVarsRocsy8nkWtJDtzy8vKwYsUK6PXli05qtVqsWLECNWvWRFpaGrKzs62eq0OHDti2bRuCg4Px4IMPyh81kYdQK+Dy9CbX9mYkis9tfOe6iAoNsHicBqUzV5Yq2FsKmnJt9Dgte97uifHYN6UzVo9sg/kDmmH1yDbYN6WzzaBN7ufBT6uxK7vUGkvvCftyErk3yYHbDz/8gGHDhqF+/fpYsGABcnNzTe6PiIjApk2b8MMPP0jaG3bPPffg8OHDGD16tPxRE3kItQIuT/8ybZUQjbiIILvO8U9OAfy0Grzdr7HZ+20tVUoJmuScV0lZCCWfh4ph8l83a0OxFdyyPAiRe5O8uezMmTMIDQ3FhQsXMHHiRLz++usYPHgwqlWTX5BREATodDoUFxcjPz8f7733nuxzEHkCtQIud/kyVZpgsfN0GgpK5LWIKuvc9Rwknc9A14Zx+MRMU/Y4K3sGdXoBy/dflFROpGwXB2vnFc8t9TVR8nmQ+pjxneqgXmwFVKkQjMzcQoxbdRSA/H147MtJ5N4kB24vv/wynnvuOezZswefffYZvv32WyxatMikSbySBFWNRsPAjbyWWgGXO3yZKk2w2H78Gsb+G0TYY8Ge81iw57zhmsZN360FTHJbZE19uBHiIoIlBWJyXxMlnwepj6kYGmj4/w8mxmPREI2s4FYk9uW0NwGDiBxDcTmQK1eu4MMPP8THH3+M/Px8+Pn54amnnsKjjz5q87FFRUUoKChAcXExdDodnnjiCSVDcAiWAyE1SenfWSksEEmvPGCzt6SlWlvOKNFgKaPV1rXtLQNijpzna6uvqDlSa7ApeU1sfR7MleqQ8hnSamC20K5YCFlp2y1PLD1D5KmcUscNKA3gpkyZgrVr1wIAOnfujMWLF6NWrVr2nNZlGLiR2qQUN5XTgNzZX6a2+nNaqws2ZoW0wrvhQf7w1wK38q0nCdi6ppxxKzmn1HNbO5eSAFxuD1glwby5JV9Aeb9VIpLHaYGbaO/evRg4cCCuX7+OO+64A7///rvFem7ujIEbOYKt5To5X7TO7pwgtUCt8UyV3KAJAFY+3RoQgP3nb+D4lSzsO58h65pKxw3ID3SUvCbGlATg5h5TdqbNmJxAlLNrRK7nlAK8xu6//34cOXIEjz/+OF5//XWPDNqIHKV7Yjw63xmLNnN2mWx8F8kpbCpmMzrLztNpko4z3kQvpRl7Wem3CxHkr8XGo9ckP9baxn05GbZS9n4Z26XgNTFmXOw26UI6gNL39J5a0Ug6n1FaGDg8CBBKi/5WqRCMrg3jTJY+03MKMXPb7xavbanQbllSCzt7Wqs1pXzleZLnUrVlQXx8PH7++Wc1T0nkNQ7/lWk2aBNJ/aJ1Jp1ewKaUa5KONd5Er6QsyaX0PMzbdVbWfjRrG/elbuqf2vMuPNkuweTL2dqXt04vYGPKVbvHt/N0msks14I9f1qdQSs7A7ZZ4hisvRe2SqSIf0zo9cDMbd4/I8eZR/IEqnROKCsvLw9vvPEGFixY4IjTE3kkT6zFlnzxpqQm59FhASYZrXLLksRFBGF18mVZQVtUaIDVLFoxE9fSXIlYz6xs0Fa2s8LAxQfQfu5uQ0eD0tfEdnusSmGBsgsBW0viKNtZQY2MZal15causq/zhydQo8MJkTM4JHDT6XSYNWsWli1b5ojTE7k9nV5A0vkMbE65iqTzGdDpBbepxSaH1CCyb7NqJsGPraDJmAbAwFY1TBrCS2Hr3GJZC3PHWiprIeXLW+pr0iqhotnbrc1yWVO2s4LUwNRacGvPHwme0GpNKk9vKUe+RVHgtnDhQjz00EPo168fBg4ciMceewwPP/wwfvvtNwBASEiIyf8CwOzZs7FmzRr89ttvNltiEXkySzM2mbmFdn/ROpvUILJLwziTf1sLmozF/9vfs1aM/D2xmXnFWL7/oklwXJacvqK2vrwFAK9uPIHokEAzR5T33cnrJjN1IiX7/4zHIS6nKwlMy7L3jwR3b7Umlae3lCPfomiP259//onvv//e5DaNRoNnn3229KT+/ib/CwBTp041KdZ7xx13oE2bNhg7diw6duyoZBhEbsfaRu9xq45iVIcEfPbzxXKFTUXuUNjUeH9XTFgQ4iKCcT1bfuFfMWgqu2eoUlgg+jSriq4N4wx7x5IkZJCaY7w539JeJDERwNaGcykB1c3cYkxcl4Ko0ABk5RXbnDUru8EfUGcpXDyHpddYarKFrcLOcsfjqTxxGwP5LsXJCRqNBteulW5aPnnyJLp27VruGK3WdEIvKioKnTt3xtmzZ/HHH39g/fr12Lx5M86ePYsaNWooHQqRW5Cy0fvbY6lYOKgFXt10ArfyTPdJRVppnu4s5jZnR4UGGMYvt4q+uaCpZc2KOPxXJv7JKZ3BaJUQrUoAYS5IEtnKxNXpBez/84ak6xjv+bMUgIvMZQursRSenlOIzSlXzWabysmEtNUlQep74U7L+0p44jYG8l12ZZXGxsYCANLSpKXGx8bGYv369QCAzMxM9OvXDz///DP27duHQYMG2TMUIpeTutxy7p+cckEbAGTlFVsMPJzB0mxh1r9jjQwNMBm31Fkd46Bpx8lUdHx3j9msPUsBhFRySqoYk9sSC/9eJyo0AEH+WqRlF9ocl3G2sL1BqlZje6ZR3GMpJZCzNms3teddmLntd1mt1jyxnIY7tJQjkkrVciByVKxYEYMGDcJPP/2Ec+fOuWoYRKqRuoyybP8ls7crDTzUIGW2MNhfi5VPt0b67UJFX8hS6oWZCyDkkFtSRUlLLPE6mXnFWPl0aySdz8CCPX/afIz4+bA2yyVF2a18ZWcalZS0sLacrNVqJPct9dRyGuzPSp7EIVmlUgUFBQEobZtF5OmkLqPcypdWy82ZpMwWpmUXQqvRoE+zamhbp5LkLzGdXsD+c+l4ecMJm1l7XRvGYd+Uzlg9sg3mD2iGyV3qIy5C/vKUlCBaaXansfTbhWhXN0bSscafD0tJE0oYv37bj6tf0kJqgoenl9OQk8hC5Eqqz7iVlJRg06ZNko4tLCxEu3bt8OCDD6o9DFKBJy55uFKrhGjERQRZXDrToPxyoyXO3gQt9XppWfmyzit1GbLsTJnxbNn4znUldwsQSQmi7cnuFKXnFOLIX7aDbK0GaFnTtDyI8SzX/j/TJc3aWSK+fq9vPmmzmK652VxbM2W2EjykFvJ19kyyXFITWYhcSXbgVlhYiBs3zG/i3bRpE5566imkpaWZZJBaMnToUIwcOVLuEMgJPHXJw5V2nk5DQYne7H3iT8NT9ybgg11nbZ7L2ZugpV5v5rbfERLoJ+kzoGQZ0lwAabxHTqcXsGTfRVX2ItkbHJfda2aNXijtnFF2+VZ8bq0SorHhyN92Z3daK5ZsaRlZassrawkecsppuEtXEEuc3VKOSC7JS6W//fYbHn/8cVSqVAmrV682e0yVKlWQmpqKRo0aQUrvenGplNyLpy95uIL4mlmaTYsMDcCiIS0wvnNdt6zlJrVgbmZukaTPQFGJHq9uND/7Y42tANKe2mVliyLHhNn3+0duLVZr/U2lPC+1GAesahWeZTkNIueRHLhdvHgR69evR15eXrkyH6LWrVtj06ZNOH78OIDSem9vvPEGPvroIwCAXm9+NoLcByuIyydlr1RIgJ9hmcjeoqmOYDwua6R8BnacTEWbObsktcoSyQlYlexFMlcUedyqI7C2MKABUDE0AHER6vyBuTHlqtWfG2vP6+NBzW0G/NFh0srJGAfHSgrPektXECJPJXmp9OGHH8bIkSMxbNgwrFu3zhCMGfPz88NDDz1k+PfVq1cxa9Ysw7LpuXPn0LRpU4wdOxajRo2StJxKzuVNSx7OImWvlPFrZm/RVEcRx/X8+mPILdRZPM7aZ0DJ8qiSgNVafTixvpm4N8nSmKwliYjm9GsMvR4Yu+qIjGdk3s3cYps/N/Zkd87qkyi7dMdOK7OAxsSZMnNbKOIigjHgnuqICgmw+JqynAaReiQHbiEhIfj0008BwFCLzZYGDRpgwoQJyMzMxNmzZ7F3716cOHECY8eOxcqVK/HVV1+hZs2aykZODsElD/mUvGbuvAnaWtBmrOzzVpqlqTRglVIfTqxDJndMWg2wYGBzdG0Yh/Zzd8t8tGVSPiuW9lhJCfjllu5YaqE0TVlVKgRb3guXXYB5P1ou6cRyGkTqcmgdt7i4ODzzzDMmt/3444944YUXsG/fPtx3333Yu3cvateu7chhkAxc8pBP6WvmrE3QUrODxcBLqrLPR26WZlRIABYOboE2tSuZZCfKDWatba4fu+qo5PEY0wtAxbAgVTJPjcn9uSn7epjrklB2pnHhoBaYuc36bK6c9zo+svQaHd/doyhxwtUzyUTexukFeB944AEcPHgQI0aMwMqVK9GpUyccPnwYMTHSaiGRY7GCuHzu/JrJyQ6WE6SY248mZxZWA+DtRxub1EBTksksZU+mUmrOKiv5DJh7PaLDAtC3WTV0aRiHh5tUxc7TaRZnGiuGBVkMgOW819N6NcThvzJlB7DmAnMisp9LCvAGBgbiyy+/RK9evXDlyhWMGDHCFcMgM9x187w7c9fXTG52sJxAxdzzkTqbFBHsj+HtaiEyJNCwWV9pJrPaM2LGqlQIVnVmWc5nwNLrcTO3GJ/vv4SBiw+g5aydGGPhNRu36iiy8ossFkuW+l6PaFcL3RPjFQWxt/KLodVo+LuCSGWqBm5ykg00Gg2WLVuGSpUqQRAEFBZa7/dHzsMK4vK522umJDtYapAyuUt9s89HSkkRjQbILigxBB/t5+7G9uOpijOZHbHX0jjDtVVCtORsTUuiQgJkfQak7hW0VHpGSuav1Pe6S8M4WceXxb2wROpTvFQqCAIiIiIAlJb50Gg0eOSRR+Dn5wegNDBLTk5Gu3btcMcdd6B27dpo37492rdvj8jISABAdHQ0lixZgh49eiAgwL5fjqQud948767c6TVTkh0spfl5XEQQxneua/Y+KT04y5Z3LN2HZj1j01oWq6P2WhrPjs3qk6h4rxwALBzcAu3qxkjev6fGLKKt7G+5y/tSPhvmcC8skfoUBW4ajQYBAQHQ6/UIDAyEVqtFaGgotFotBEGAXq+HXq9Hfn4+kpKSDI975513oNFo0K5dOzzxxBP43//+hz59+qj2ZEhdrCAun7u8ZkoyXaU02p7eu5HVQNRS5qNWY75grZwgYNfptHKvrdKAwppRHRJMZsd6NKmK0X/fwqc/X5R1HjH4aVO7kqz9e2rOUlk6l9ym6lKCcmPcC0vkOBpBSosDhQRBQGZmJq5du4ZTp07h6NGj2Lp1K06fPg2NRoOQkBCMHz8eL730EqKj3eMHPDs7G5GRkcjKyjLMKBJ5mqTzGRi4+IDN41aPbGO2Fpu97c6MZ5ek9he1JTosAIde62q2z6bc2nHWxEcGY9+UzuWus/14Kl7ffNKksHDUv71nLQU/i4a0AACz4zM+xvh1lfreSWHu/TUm972W0nvW0vMiIuukxh8ODdwsOXz4MGbPno1NmzZBq9Vi3bp16Nevn7OHYRYDN/IGOr2A9nN321wKMxegiI+XuuRr69jNKVcxcU2KKs/LUiCy42QqXt14AjdzbRfVtec65p7rztNpFoMfsQ6cpUDH3Ptg672Twtb7a+s5WXuM8fGX0nOxOvky0rL/26PMnsZEykiNP5xeDgQAWrZsiW+++Qa7d+/G9u3b3SZoI/IWcpfCzD1eypKvlBkbNfc5WVr6654Yj/xiPSavTXHodcy9Ltb2Niadz5C911B878asUNatQW4ms9zl/bLHj+9czy32dRL5CpeUAxF17twZ7733niuHQOS1LGW6VgwLKFeOQwmpJTxsZZtqAFQKC5R0TWtBYFyEegGi3GBTDGbKlt9Q2omke2I8JnepJ+mx4UF+Jv92diazpedORI7hkhk38gxKqtiTezGeDdp5Og2bUq7hZm4RPt9/CZ/vv6R4WctWuRENSstRdG0YJ2n2b2afxHLV/lHmOFub3aVkSsZGBAHQ4Hq29WP0glCu56kS9nQiqRUTJumxMx9pjLiIYP6cEvkIBm5klhob1H2Nuwa6floNsvKLsGz/JbNtoZ5ZcUT2DI3cciPS+myWbuIXHy+SuvQnNSsWgMVjBAAFJXoMXnLQcLs9n3t7umrEhAVJukZ6TiG0GrjVZ46IHMclyQnujMkJlrP0mC1mmTsHuuJmdzkb5G2RmnAwtG1NPJQYbwgobAW3aryOUs5h7hgxQ7QsJZ970w38eZi36ywAy5mn5s67/890kwBSCnf5zBGRfG6dVerOfD1wc8SXvLdz90BXTmmQVgnRkmYN5ZaskBNQqDFzKeUcxsfEhAXh+fXHkJZt/+feUlAImHY7sPWaKMnGdZfPHBHJ59ZZpeS+lFTc92Vy93q5gtQN8rtOp+G5dSmSZrvkFr6VsySrRhFjKecwPibpfIbFoA2Q/rm3FMRn5RVDADC5Sz3UigmTFJAqycZ1l88cETmOS7NKyf0ozYLzVXICXVeRGgB8vv+S5Cbv4n4yABazRY1J6Z/pSmp87qUE8WsOXcHDTapKyr6U0vvVHHf4zBGR4zBwIxP2ZMH5Ik8IdKWU47AUQ1gLuCyVG7HEnQMKNT73agfxcoPjsvjHFZF3YuBGJqR8ycezB6GBJwS61gIAMZPS2iSYtYCje2I8pva8S9Z43DGgUONz74ggXm5wbIx/XBF5JwZuZMLWlzwgvSK7L/CUQNdSABAXGYzh7WpJOoe5gEOnF2T3IXXHgEKNz72jgvjuifHYN6UzVo9sg/kDmmHliNaIi5D2mdPpBSSdz8DmlKtIOp/hlsvURCQPkxOoHCk1t6iUva2lnMlSa6bkizexdP8lm483F3DYWh40JqWIrj3szUa193PfKiHaYkkRkdIgvmyyxfTetj9z1nqo8meYyHMxcCOzrPVfJFOeFOiay7a0p0is3GVPRwWxatXRs+dzv/N0mtWgDQB6N41X5fnb+swBMJvdqrTgMhG5D9ZxK8PX67iRcu7aOUEKsYwFIK9IrNR6bpXCAjG7b6JDggV3qKOn0wto9/ZuqyVFACAuIgj7X35Atc+Fuc8cANZiJPJArONGZMQZQZUa9cdcRemsoZR6btFhAUh65QEE+qu7pVanF3DgfAZe3nDC5XX0ki/etBm0AUBadqGqNRDNfeaSzmewFiORF2PgRl7PndtROZu1AFbJMqGUPX5v9W2setBm7j01x1lBipwlY0dn1XpCiRpzPHnGmsiZGLiRV7O0jKbmXh9P+cKREsAqmTV09h4/S++pNY4OUuRkijo6q9YTStSUxT+uiKRj4EZeyxntqDzlC8fRAayzklmsvafWODpIaZUQjbiIYJvLpRoAmbmFDh+L0mQTV3DGH1dE3sTj6riNGzcO999/v9n7Nm/ejBYtWiA0NBSNGzfGrl27nDs4ciuObkclfuFIbRPlKrYCWECdVlTibF2fZtUktXRSQk75EcB5dfT8tBpM793Q5nECgHGrjjr0s+FJtRid9dkk8iYeFbi98847+Pjjj83et3btWvTt2xclJSWYM2cOGjRogB49euD48eNOHiW5C0fu9fGkLxxP6KcqlZL3yllBSvfEeHwypAWiQgNsHuvoz4a1gsvuNIPlTZ9NImfxiKXS4uJiTJgwAcuXL0dMTEy5+3NzczFhwgTUqlUL+/btQ0REBJ599ll06tQJkyZNwu7du10wanI1R+71kfOF4+rMPU/drG6O3PdqUpf6Tg1SuifGo0JQAAZ/ftDiMc76bHhCLUZv+mwSOYtHzLj9+uuv2LZtG3bt2oVGjRqVu3/v3r24ceMGxo8fb6h9otFoMGbMGPz0009IT0939pDJDTiyHZWaXziObkvkiZvVLRHfU6lqxYQ6cDTmpUvcw6ZGMGLrs+OM5Wt7eNNnk8hZPGLG7c4778TJkycRGRlp9v4TJ04AADp16mRye8uWLaHX65GSkoIuXbqYfWxhYSEKC//7RZudna3SqMnVHNmOSq0vHGckN3jaZnVrxPd0zL/Fgm1xxRe+msGItYxlT0mMscabPptEzuIRM26xsbEWgzYAyMzMBADUrl273OMA4NKlSxYfO2fOHERGRhr+q169uv0DJrfhqL0+aszmOSu5wZM2q0vRPTEeHw9qAWvDdVZSgjlqzfTuOJmK9nN3Y+DiA5i4JgUDFx9A+7m7seNkqsckxtjibZ9NImfwiMDNFr1eDwAIDw83uT00tHSZ5NatWxYf+8orryArK8vw35UrVxw2TnKN7onx2DelM1aPbIP5A5ph9cg22Dels12zEvZ+4Tg7ucFTNqtL1aNJPBYMbG72Pld/4asRjFgLzMasOIKXv7HcLQJwn8QYKbzts0nkaB6xVGpLaGgoNBoNyrZdFf9dUGB5L0lQUBCCgoIcOj5yPUe0o7Kn8Kwrkhs8YbO6HD2aVMUnWo3TCv/KYc9nQ0pQb62ZvTslxkjlbZ9NIkfyisCtWrVqEAQBV65cQUJCguH2GzduAACbxZPDKP3CcVU2nSf3UzXHnb/wlY5Nbq06SzwtE9PbPptEjuIVgVvz5qVLJr/88otJ4JacnAwAiI/nVDs5jpIvHGbTqcedv/CVjE2tgIufHSLv5BV73Fq2bIkaNWpgwYIFKCkpMdy+ZMkS+Pn5lcs2JddzdAkMd+fIUiVknbt/9uwNuPjZIfJuXjHjptVqMW3aNIwYMQIDBw7EmDFjsGHDBmzbtg3Dhg0zW7SXXMcbyhjYy5GlSsgyR3z2rJXsUEJKiYzI0ABk/bvPjZ8dIt+iEcru6HdzYp/SvXv3lrvv3XffxdSpUw112R5++GGsXLlS1h637OxsREZGIisri3vjHMBSQ2nxK8bXssgYxDqPIz57jnr/xLEC5gOzRUNaAAA/O0ReRGr84XGBmy3Xr19HcnIyqlatipYtW8p+PAM3x9HpBbSfu9vixmux2Oa+KZ19arZA7RkbV3HE81DrnI747Dn6jxApQaG3fHaISHr84RVLpcZiY2PRq1cvVw+DzPCk/p7O5MrN9Wp98Tti5snecxo/t/ScQlU/e7ZKdmhQOhvWtWGc4kBKSlaquyVmMJAkcjyvC9zIfbGhtHtRK9iyNPMkVvFXugRpzznNPTcppH72nPVHiLsFZtZw2Z/IObwiq5Q8A0tgyOPI7Ee1WiY5ogOEvee09NykkPrZ4x8hprylBReRJ+CMGzkNG0pL58jZCzWX+Rwx82TPOa09N1vklNDgHyH/ccayMRH9hzNu5DRsKC2No2cv5ARGtjhi5smec9rTdUDOZ491+P6j5ueJiGxj4EZOxYbS1jmj+byawZYjZp7sOafSpckR7WrJ+uzxj5D/cNmYyLm4VEpO5879JV3NGZve1Qy2HLH8bc85lS5NdmkYJ/sx9jSS9yZcNiZyLgZu5BKelC3nTM6YvVAz2HJEBwh7zmnruZVl775KX/8jRKcXoNcLiAoJwK38YrPHcO8qkbq4VErkZNayRZ0xe6H2Mp8jlr+VntPacytLrSVN8Y+QPs2qoW2dSj4TtO04mYr2c3dj8OcHrQZtgO8sGxM5g9d1TrAXOyeQI9nKFhUr/NuaDVOju4Tamavu1DnB3HPTagDjrYGsMaacpTp7ZfE1JpLOZ1te2YuBGzmK1BZJUvpUyvkitBb8eHOl+7LPrWXNijj8V6ZbP1cp74er3zNb7cMAICokAAsHt0Cb2r4zA0lkL59teUXez9VfXErIqXWl5qZ3W7Nq1vYaeuLrbMzcc3PnfZVSZkDdoTuBlJIrt/KLodVoPOrzQuQpGLiRR3GHLy4l5GaLqrHp3Z62UZ76OnsqKe8VANVbiynB8h9ErsXkBPIYntxWR8mXnT2b3u2pB+fJr7MnkvJeTf/2FKZ/69j6flKx/AeRazFwI4/gjMK0juTsLzul1ew9/XX2RFLeq7TsQqRlu0d3AnaNIHItBm7kETy9rY6zv+yULmd5+uvsidRcUnTG8iS7RhC5FgM38gievq/G2V92Smf4PP119kRqLik6a3mSreuIXIfJCeQRvGFfjTNbJCntjuDJr7OnZsFKea9iI4IAaHA9W73WYvby9a4RRK7CwI08giN6YrqCs77slLaN8tTX2ZOzYKW8V9N7NwIAVVuLqYGt64icj0ul5BG8aV+Ns1okKVnO8sTX2RuyYKW8V1yeJCKAnRPKYecE9+bJMyuuomQJ0VNeZ1tV/NVsEeYMntA5gYgcgy2vFGLg5v74xeUcnvA6J53PwMDFB2wet3pkGy7pEZFbY8sr8lrcV+McnvA6MwuWiHwNAzci8lj2ZsF6wqwiEZExBm5E5LHsyYL1lH18RETGmFVKRB5LaRasN2SiEpFvYuBGRB5NbpkM9mMlIk/GpVIi8nhyChvL6cfq7skZROR7GLgRkSSO3MivxrmlZsEyE5WIPBkDNyKyyZEb+Z2dJODJ/ViJiLjHjYiscuRGflckCYiZqJbm8zQoDRzdrR8rERHAwI2IrHDkRn5XJQl4Yj9WIiIRAzciskjORn53OrctbNhORJ6Ke9yIyCJHbuR3dZKAnExUIiJ3wcCNiCxy5EZ+d0gS8IR+rERExrhUSkQWOXIjP5MEiIjkY+BGRBY5ciM/kwSIiORj4EZEVjlyIz+TBIiI5NEIgsCGfEays7MRGRmJrKwsREREuHo4RG7D3TsnEBF5MqnxB5MTiEgSR27kZ5IAEZE0XColIiIi8hCccStDXDnOzs528UiIiIjIV4hxh60dbAzcysjJyQEAVK9e3cUjISIiIl+Tk5ODyMhIi/czOaEMvV6Pa9euoUKFCtBovGdzdHZ2NqpXr44rV64w6cIN8P1wP3xP3AvfD/fC98PxBEFATk4OqlatCq3W8k42zriVodVqcccdd7h6GA4TERHBHzo3wvfD/fA9cS98P9wL3w/HsjbTJmJyAhEREZGHYOBGRERE5CEYuPmIoKAgTJs2DUFBQa4eCoHvhzvie+Je+H64F74f7oPJCUREREQegjNuRERERB6CgRsRERGRh2DgRkREROQhGLj5kNu3b6Nu3bp48sknXT0Un6XT6RAeHg6NRlPuv5SUFFcPz6dlZGQgPj4e9913n82WM+QYly5dMvuzYfwfOVdxcTFeeeUV1K5dG8HBwahatSqGDRuGa9euuXpoPosFeH3I5MmTcf78ebRv397VQ/FZJ06cQG5uLmbMmIHatWub3FezZk0XjYoAYNy4ccjMzMSSJUsYILhI5cqV8dVXX5m9780332RA7QLPPvssvvjiC0ycOBF169bF2bNnsWjRIiQlJeHkyZMIDAx09RB9DgM3H7F161Z+IbmBpKQk+Pn54fnnn0dYWJirh0P/+vrrr7F27VrMnj0bDRo0cPVwfFZYWBiGDBlS7vYDBw7g3Llz+Oabb1wwKt+Vm5uLJUuWYMqUKZg1a5bh9gYNGmDEiBHYt28fOnfu7MIR+iYulfqAGzdu4Omnn0bv3r1Ro0YNVw/Hpx04cAAtWrRg0OZG/vnnHzzzzDNo2rQpXnrpJVcPh8x48cUX0b59e/Tt29fVQ/Ept2/fRklJCcLDw01uF2u5+ftz7scVGLj5gFGjRkGj0WDJkiWuHorPS0pKQk5ODhITExEcHIzq1atj0qRJyMzMdPXQfNaYMWOQnp6OkSNHYsuWLTh8+LCrh0RGduzYgX379mHOnDmuHorPiY2NRYsWLTBv3jz88ssvyM/Px6FDhzB9+nTUrFkTrVq1cvUQfRIL8Hq5ZcuWYfjw4fjuu+/QvXt31KpVC/fffz+WL1/u6qH5nBs3bqBKlSqoVKkSRowYgdq1ayM5ORnLli1D69atkZSU5Ooh+pxvv/0Wffr0AVC6TKfVapGTk4P7778fq1atQnx8vItHSJ07d0ZeXh4OHDjg6qH4pLS0NDz44IM4fvy44bZmzZrhm2++QUJCggtH5rs44+bF/vrrL0yaNAkTJkxA9+7dXT0cn1dcXIw333wTBw4cwNy5czF69Gh8/vnnmDlzJg4cOIBdu3a5eog+Z8qUKQCA9957D5mZmcjKysI333yDpKQkPProoy4eHR0+fBh79uzBCy+84Oqh+KzFixfj+PHjaNOmDUaMGIG7774bx44dw8yZM6HT6Vw9PN8kkFfS6XRChw4dhEaNGgn5+fmG22vWrCkMGzbMdQOjcv755x8BgPDiiy+6eig+5cyZMwIA4b777it334QJEwQAwqlTp1wwMhI9+eSTQlxcnFBSUuLqofikU6dOCRqNRpgxY4bJ7bNmzRIACEuXLnXRyHwbZ9y81Pvvv4/9+/dj/vz5uH37NtLT05Geng69Xo/CwkKkp6ejsLDQ1cMkwJCowLpIzpWRkQEA6NKlS7n77rzzTgDA1atXnTom+k9eXh42bNiAxx9/HH5+fq4ejk/64YcfIAgCJk2aZHL7Sy+9hMDAQPz000+uGZiPY+DmpbZu3QqdTocuXbqgcuXKhv+uXLmCNWvWoHLlyli9erWrh+lTVqxYgaFDh5a7/ejRowCAKlWqOHtIPq1atWoAYLZETlpaGoDSzdnkGhs3bkROTg4GDhzo6qH4LOHfLfBFRUUmtxcUFECv16OkpMQVw/J5DNy81P/93/9h586d5f6LjY1Ft27dsHPnTjz44IOuHqZPyc3NxVdffYXdu3cbbisoKMBrr70GAOjdu7erhuaTatasifr162PdunUoLi423J6Xl4evvvoK1apVQ2JiogtH6Nu+/vprxMbGonXr1q4eis8Si4QbJ7MJgoDZs2ejpKQELVu2dNHIfBuzSn0Ms0pdJy8vD82aNUNqaioee+wxVKhQAdu3b8e5c+cwbNgwvicusG3bNjzyyCNo2rQpnnjiCRQVFWHp0qU4c+YMVqxYgcGDB7t6iD6ppKQElSpVQvfu3bF27VpXD8dn5efno2nTpjh37hwaN26MqlWr4o8//sClS5dQu3ZtnDhxAqGhoa4eps/hjBuRk4SGhmLv3r3o27cvNm3ahCVLlqBixYpYsmQJli1b5urh+aSePXti7969qFatGt566y1MmzYNgYGBWLNmDYM2F0pKSkJ2djY6dOjg6qH4tJCQEPz000946qmnkJGRgR9//BFZWVl45JFH8P333zNocxHOuBERERF5CM64EREREXkIBm5EREREHoKBGxEREZGHYOBGRERE5CEYuBERERF5CAZuRERERB6CgRsRERGRh2DgRkQ+Iz8/H44qXZmXl4d169bh0KFDdp1HEAQsWbIE586dU2lkRORNGLgRkVf4448/0L59e6s9X+fOnYs77rgDs2bNUv36kyZNwuOPP4533nnHrvNMmzYNI0eOxIABA0yae9++fRvZ2dkoKiqCTqdTfP5NmzYZerNeuXIF/v7+uPvuuw33r169Gn///bfh37NmzcKQIUOwZ88exdckIvUwcCMihxs7diyqVq2KOnXqoEGDBrjzzjsl/1evXj3UrFkTlStXxoEDByxeQxAE7N+/H8eOHbN4zI8//ohr166hRo0aqj/HYcOGASjtf5qfn6/4PJMmTUKNGjVw5MgRvPLKKya3R0ZGIigoCP7+/tBoNFb/GzBgQLlzf/PNN+jbty+eeuopAEBAQAB0Oh0CAgIAADdu3MCTTz6Jvn37Gh6zf/9+rFy5EufPn1f8nIhIPf6uHgAReb+CggLcunULhYWFhqDD2O3bt5Gbm4uwsDCEh4eb3KfT6VBcXIz8/HyrM01i8BESEmL2/tu3b+PgwYOIj4/HoEGDFD2PyZMnW1xqFQQBfn5+yM/Px9NPP43KlSubPa5u3boYP368xWtER0fjiy++QKdOnfDBBx+gW7duePDBB1GtWjW0aNECISEh8Pf3h5+fX7nXEQBSU1Nx+vRpBAYGlruvb9++GDZsGL744gvcc889GDJkCAAgKCgIALBw4UIUFRVh5syZhsccPXoU/v7+ePTRRy2/METkPAIRkYtNmTJFACBMmTJF8TkuXrwoABAaNWpk9v5Vq1YJAISXXnpJ8TUCAgIEAHb9161bN0nXGjBggNCvXz/hyJEjssa4bNkyAYDw9NNPm70/NzdXaNu2rfDll18KWVlZAgChU6dOgk6nE+655x6hefPmhmOPHz8uABA6dOggawxE5DhcKiUip8jNzcUbb7yBwsJCWY87cOAAWrVqhYMHD9p1/dWrVwMA5s+fj/DwcKv/WRpjQEAAwsLCIAiC7P9SU1MBWJ4RHDNmDNq3b49NmzYBAFatWoUNGzagefPmip6vuRm3Z599FjNmzEDnzp1x/vx5w368S5cu4c0338RDDz2ENm3a4IUXXsDPP/+M77//HgDw4IMPljuXTqdDdna2XfvtiEg+LpUSkVMMGDAAW7duxeXLl7F8+XJJjxEEAZMmTcKhQ4fw3HPPYf/+/Sb35+Xlobi4GGFhYeUel5+fj6KiIkRFReHGjRv4/vvvERkZifbt21u83rZt26DRaAxLh2UFBgYaNvYrZencV69exf79+zFixAgAMLsMKoe5x3/00Udmj7148SJmzJhhclutWrXw3XffAQBee+01vPbaa2Yf+/vvv+POO++0a6xEJB0DNyJyipkzZ+LHH3/EF198gSZNmuC5556z+ZiVK1fi4MGDCA4OxtKlS8vd/9lnn2Hy5Mkmt506dQpabeliQp06dfDnn39iwYIFKCoqwpQpU/Dmm2+avVZxcTECAwMRHBxscTxarRZ6vR4pKSk2x15WRkYGAFicoRKDT+MZufnz52PSpEk2zz1//nw8++yzNo87ceIEgoKCEBQUhFGjRhlm1Dp06IC1a9ciNzcXISEhKCwsRG5uLiZOnIjIyEg8+eSThnNcvnwZGzduROvWrZGYmIiIiAib1yUi9TBwIyKnaNasGT777DM88cQTeOmll9C2bVu0bdvW4vGpqamG4O6tt95CgwYNyh0THByM+Ph4hIaGQhAEXLhwAYGBgahVqxby8vIQHR2NvLw8LFy4EAEBAXjmmWcgCILZ2ShxedRW4Jafn694+RIonSU0R5yJ8/f/79dyaGgoAKB169Zo06ZNucccOHAABw8eNBxnS2JiIoqKijB69Gh8//33eOqpp7Bs2TL4+/tjypQpOHPmDL7//ntUrVoVc+fOhV6vR69evTBv3jzDOVavXo2NGzeif//+eOGFF6Q+bSJSCQM3InKaIUOGYPPmzfj6668xaNAgHDt2zOyMjV6vx6BBg3Djxg106tTJ4qzTmDFjMGbMGACl+7QSEhJQr149nDx50nDM1KlTkZGRgeHDhyMkJAQdO3bEK6+8goceesjkXGLNNFuBW3BwMDZu3Gj2fp1Oh+TkZFy/fh2PPPKI2WOio6PN3m4umBQzZbt3747p06eXu3/69Ok4ePCg4ThbTp48iaeeegq//fYbxowZg7fffhvLli1DcXExevfujRUrVqBLly74/vvv8cUXXwAArl27ZnIO8d+xsbGSrklE6mLgRkRO9f7772P79u3IzMzEqVOnzM66vf/++9i7dy8qVaqEr776SvF+r8uXL+O9995DUFAQpk+fjlOnTuHgwYN49NFHsWfPHrRu3dpwrBi4WUoeAP4r+dG9e3ez92/evBlvvvkm4uLi8OGHH5pNEJDDePbNGj8/P5vHfPrpp5gwYQIEQcC8efMwceJEXL9+HUDpbOOjjz6KefPmYdq0aZg7dy5+//13AMDx48dNznP16lUApXvgiMj5mFVKRE5VvXp1LFq0CL/99pvFpdKnn34agwYNwpdffolq1aopvlaNGjXw7bff4v/+7/9QvXp1tGvXDkuXLkV+fj769++Pf/75x3CslBk3vV5v9Xp9+vRBYmIi0tLSsHnz5nL3C4KA4uJiZGdnIzc3V+GzUmb06NF4+eWXcejQIUycOBFFRUV44403MGHCBLz11lsAgAkTJuD06dPYsWMHAKBLly5IT0/HpUuXDOcRs2Pr1avn1PETUSkGbkTkMNnZ2cjMzERBQYFJ4dqhQ4eibt26Fh8XFRWFlStXokePHobbdDodCgsLcevWLdy+fVvyGLp27Ypx48YZ/j148GCMHTsW4eHhyMnJMdwu7nGzNuOWn5+P3Nxcqx0LxGXaxx57rNx9Wq0WgYGBiIyMxJw5cyQ/hxkzZpi9VtlMUFvefPNNNGvWDACwe/dufPbZZ0hOTsZ9991nOCYkJAQtW7ZEr169DAkPu3fvNtx/6tQpVKxYEXFxcbKuTUTq4FIpETnMq6++ioULF0o+fu7cuZg7d67N42bOnInXX39d8bjee+895Ofn48KFC+jbty82btxoc8ZNr9cjPz8fISEhaNWqlcl9aWlp+OOPP1CtWjWrAaler0dJSQny8/NRpUoVyeO1lZwgxffff49BgwYZskrF4PfSpUto0qSJybGPP/44li5diszMTPj5+eH777/H8OHDcfv2bZw6darc/kAich4GbkTkMPHx8WjatClCQkIs1i8DgAsXLuDKlSuoXr06ateubfYYnU4HnU6H/Px8i+2kpAoKCsLChQvx6quvQqfT4dy5czb3uGVmZkIQBDRt2hR79+41ue/jjz/GuHHjMGzYMMyePduusZljKzlBipKSEuTm5kKv16OoqAgZGRmGpIZbt24BALKyslBQUICWLVtCo9EgOjoa9913H7Zs2YLs7Gz8/PPP0Ov1JjN0RORcDNyIyGGsFW419vLLL2Pu3LkYNGgQ3n77bVWuXVRUhOPHj+Puu+82uf3PP//E8OHD8csvv6B27dpYvnw56tWrZwiALM24idmUd9xxR7n7MjMzAUDWLJqz9ezZEwUFBQCAr776CkOHDsXMmTMxZcoUAKWzgfXr18c///yDrl27Gh43ePBg7N27F4sXLza8Rp06dXL+EyAiANzjRkReJjMzE08//TRiY2Px/PPPG24vKCjAm2++icaNG2Pfvn0YO3Ysjh8/bpg9srXH7dSpUwBgdkbw7NmzAIBJkyZZ3f+m0WhMGrjbUlJSoupx4rEzZ85EbGwsJkyYYLh948aNOH/+PMaOHWvyGgwZMgRVqlTB7NmzsWXLFjRv3rzcUjEROQ9n3IjIY507dw4nT55EUlISfvjhBwClM2Off/45mjVrhv79+wMA1q1bhxdffBGXL19GXFwcli1bVq6kh609bkePHgUAsy2zxKXTevXqGbo2lHX9+nXcunULderUkfz88vPzAZQmJ1hLRBBn0qRYuXIlzp07BwBo3rw5OnbsiHbt2uGNN95AaGioSbALlL4eY8eONSzVTpw4UfK1iEh9DNyIyGP973//w7FjxwCUFrBt27YtHn30UTz66KMmdcZycnJw+fJlPPDAA1izZg1iYmLKncvWHjexj2nZwO3HH3/E5cuX0ahRI5PCv2X1798fGzZssJq8UFbDhg0lBUp33XWX5HMOGzYMHTp0wK5du7B7925s2bIFixcvBgBUqlQJX375JUaMGIGoqCjDY4zrxMmZ3SMi9TFwIyKXE+uj2aqTVtaIESPw9ttvY9SoUXjyySdRs2ZNi8cFBgZi0KBBFovVXrlyBYD5wO3w4cM4deoU2rVrh4oVKxpuLywsNLR9Gjt2rNWxisup9evXN3u/uFRr/Bp07NgRHTt2tHressReqNaKFickJGDkyJEYPHgwhgwZgo0bN6JNmza4cOECXnjhBSxcuBBnz56FRqPBtGnTMHv2bNSsWRPXr1/HqFGjoNfrMXLkSFnjIiJ1MHAjIpcTgxZx1kuqkSNH4plnnpHUYeCJJ54w+feVK1dw7Ngx+Pv748aNG4a6avHx8eUeK2aKGp9Dr9fj6aefRkpKCu69916MHj3a4rUzMzPxxx9/4I477jCZyTImlueQ+xoY0+v1hppr1ro2FBYWYvXq1XjjjTdw5coVPPvss/jggw+g1+uxevVq+Pv7448//sDo0aOxf/9+NGjQALt27cLPP/+MIUOGYPTo0bh8+TLeeOMNye22iEgdDNyIyOXEYEVu0GKty4EtGo0GvXv3NikMHBYWhkcffdTkuN27d2Pjxo0ICQnBY489BgCG3qfffvstqlatihUrVpjM5BUUFODLL79EUFCQIUgqKioyabFVlj2BW0ZGBpo3b4709HTDvriGDRuaHJOXl4edO3dix44dWLduHW7evIlGjRph165deOCBBwCU9mJt164d3n33XQwdOhQlJSUYMGAAPv30U0RERGDQoEHIycnBuHHjMGvWLKxbtw5r1qxB8+bNZY+ZiJRh4EZELqc0cLPHHXfcgaZNmyIjIwN16tRB69atMWzYsHJ70MS9bePGjUPFihWxadMmPP3008jIyEC1atWwZ88eJCQkmDwmODgYX375Jfbv32+4LSAgwKSDQ1liCywlr0GlSpVwzz334JtvvkF4eDgGDBiAoUOHljvu448/xg8//IC2bdti0qRJ6N+/f7lkirNnz+KLL75AQkIC5s2bZ9K9AihtndWoUSMMHjwYHTp0QNOmTWWPl4iU0wjGf24SEVE5X3/9Ne6//37ExMSgqKgI/fr1AwAsXbrUYu22tWvX4vvvv0f16tVRr149tG/f3qGN2Y8dO4b8/Hw0b97cYrHj1NRUZGZmlpuNKyslJQWNGjWyugx669Ytm4WViUh9DNyIiGQSW18RETkbAzciIiIiD8HOCUREREQegoEbERERkYdg4EZERETkIRi4EREREXkIBm5EREREHoKBGxEREZGHYOBGRERE5CH+Hwpj0o7yCj1+AAAAAElFTkSuQmCC",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "x = data[:, 5] # Get the number of rooms\n",
    "y = target # Get the target\n",
    "\n",
    "def draw_scatter(x, y):\n",
    "    '''\n",
    "    This a specific function to draw a scatter figure of room number and house price.\n",
    "    x: room number\n",
    "    y: house price\n",
    "    '''\n",
    "    global label_size, ticklabel_size # Set global variables of font size\n",
    "\n",
    "    fig, ax = plt.subplots() # Create a figure and a set of subplots.\n",
    "    ax.scatter(x, y) # Plot the data\n",
    "    ax.tick_params(axis='both', which='major', labelsize=ticklabel_size) # Set tick label size\n",
    "    ax.set_xlabel('平均房间数', fontsize=label_size) # Label the x-axis\n",
    "    ax.set_ylabel('房价中位数（千美元）', fontsize=label_size) # Label the y-axis\n",
    "\n",
    "    x_min = np.min(x)-0.1 # Get the minimum value of x\n",
    "    x_max = np.max(x)+0.1 # Get the maximum value of x\n",
    "    ax.set_xlim(x_min, x_max) # Set the x-axis limits\n",
    "    ax.set_ylim(np.min(y)-1, np.max(y)+1) # Set the y-axis limits\n",
    "\n",
    "    ax.set_position([0.12, 0.14, 0.85, 0.83]) # Set the position of the figure\n",
    "\n",
    "    x_linear = np.linspace(x_min, x_max, 100) # Create a sequence of x to draw prediction function\n",
    "\n",
    "    return fig, ax, x_linear\n",
    "\n",
    "fig, ax, _ = draw_scatter(x, y)\n",
    "\n",
    "# plt.savefig('room_price.png', dpi=300) # Make figure clearer\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "id": "0e7daa38-935a-48b2-9e79-22393806b6b1",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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nxrUoaCNEAIZlWYeqcrh9+3YMGDAADMPg5Zdfxg8//ICioiJERkbC398fycnJCAgIAMuyiI+Ph0KhwP79+wWfPz8/H4GBgcjLy0NAQIAFnwkhhBAiD6WKpdlLByc0/nCopdKsrCy8+uqrGDhwIM6cOaO+/uDBg8jKysKMGTPUT5ZhGEyYMAHDhw9HdnY2QkJCbDVsQgghxGKo76trcail0nHjxoFhGKxatUrr+nPnzgEA4uPjta6Pi4uDSqVCcnKytYZICCGEWA3f91W3GwXf93XX+QwbjYxYiiwzbgUFBdiyZQuOHj2KtLQ0FBcXw9vbGw0aNEDbtm3Rr18/NGnSxKzHWLNmDbZs2YK//voLtWvX1rotNzcXABAVFaV1fWhoKAAgLS3N4HnLyspQVlam/jk/P9+scRJCCCHWYKrvKwOu72vv6DBaNnUiZs24PXjwAG+99RbCw8MxcuRIrFmzBjdv3kRpaSlu376NzZs3Y+rUqWjevDl69uyJf/75R9Lj3LhxA1OnTsXkyZPRt2/farerVCoAgL+/v9b1vr6+6nEasnDhQgQGBqovDRo0kDRGQgghxJqo76trkhy47dq1C9HR0fjiiy/Qt29f7Nq1C4WFhbh48SKSkpJw8eJF5Ofn499//8X48eORmJiI+Ph4jBs3TmuGyxSVSoWXX34ZDRo0wKeffqr3GF9fXzAMA908C/7n0lLDH+z33nsPeXl56sutW7cEj40QQgixFer76pokBW6LFy/GgAEDEBQUhISEBPz666/o06cPPDw8tE+uUKBTp074+uuv8d9//6F3795YtWoVunfvrl7eFPJYR48exdKlS1FYWIjs7GxkZ2dDpVKhrKwM2dnZqFu3LliWrRZ0ZWVlAYDR7AwvLy8EBARoXQghhBB7R31fXZPowG3evHl455130KdPHyQlJaFDhw6C7tegQQPs2rUL06dPx/Hjx9GnTx8UFRWZvN/27duhVCrRq1cv1K5dW325desWNm3ahNq1a6v3pR0+fFjrvklJSQCA8HDKqiGEEOJc+L6vhnavMeCyS6nvq3MRVcftm2++wcSJE9GvXz9s2bIF7u7SchtmzZqFefPm4dlnn8Wvv/5q9NiTJ0/qnZ0bMWIE2rZti3feeQctW7bEY489htDQUPz777/qcT399NPYtWsXMjMzBZcDoTpuhBBCHAWfVQpAK0mBD+aohZjjsEgdt4qKCrRt2xY///yz5KANAObMmYPr16+jVatWJo+Ni4vTe723tzfCw8PVLa1mzZqFMWPGYOjQoZgwYQJ+++037NixAyNHjqQaboQQQpwS3/dVt45bGNVxc1qiOydUVFRU28tmCxEREXj88ce1epV+9tlnmDlzpjr54emnn8b69etFzZzRjBshhBBHY6vOCdSxQT5C4w+Ha3llyt27d5GUlIS6desanK0zhgI3QgghxDTq2CAvlw3czKV+4b77DgGvvgow9JcDIYQQoonfW6cbQNDeOumEBm4O1fLKqsaNA154AcjJsfVICCGEELthqmMDwHVsUKpoXsgSbBK4vfbaa1i9ejXKy8tt8fDC/for0Lo1sGuXrUdCCCGE2AXq2GBbsgZu9+/fN1lY98iRI/j2228xduxYREdH486dO3IOQT41a3L/zcgAnnoKmDgREFB3jhBCCHFm1LHBtmQL3B48eICQkBA0a9bM6HEFBQV4/vnn4e3tjdTUVHz44YdyDUFeiYmAZl/UFSuAtm0BnSK/hBBCiCuhjg22JTpwS09P19vP08/PD0BVY3dDnnrqKfz88884fvw4WJbF8ePHxQ7BOsLCgJ07ga+/Bnx8uOtSUoAePYA33wSKi207PkIIIXopVSwSUnKwNTkdCSk5tNdKZtSxwbZEB26PPPIIWrRoUe16vrabp6enoPNER0cDAJRKpdghWA/DAK+9Bpw5Azz2GHcdywJLlgDt2gEJCbYdHyGEEC27zmeg66L9GLoyEW9sSsbQlYnoumg/dp3PsPXQnIabgsGsAdx3uG7wxv88a0A01XOzENGBm6+vL/z9/Q3ezjhj+YymTYF//gH+9z/Ay4u77soVoGtX4J13gJIS246PEEKIukSF7sb5zLxSvLbuFAVvMlGqWAT6eGJ0lwjU9NMuyB8W6E2lQCxMdN8qT09PwbNqxjhc+Tg3N26JtF8/YNQo4NgxQKUCPv8c2LIF+P57oHt3W4+SEEJckqkSFQy4EhW9o8NoJsgM+oruBvt54pnYuugdHUadE6xAUnKCHLNq+/btk+1cVtWiBXDkCPDJJwAfwF67xu19e/11oKDAtuMjhBAXRCUqLM/QjGZuUTnWHE1DXkk5BW1WIL1TvAGpqamoU6eO0WNUKhVyc3PBMAwaNmwo9xAsz90dmD4dGDQIGDMG+Pdf7vqvvwa2bQO++047I5UQQohJ5vS9pBIVlkUzmvZD9sBNpVIhOzvb5HEMw6BZs2aYP3++3EOwnhYtuL1vy5cD773HZZreusXVfRsxAli8GKhd29ajJIQQu2du30sqUWFZYmY0OzeuZb2BuSDZOydERUWhpKTE5KW8vByXLl2S1Ajerri5AVOmAOfPA088UXX9unVAy5bA2rVcJiohhJBqlCoWS/dewQQzkwpyi0x34qESFdLRjKb9kD1wYxgGXl5eJi9ubm5yP7RtRUYCe/ZwSQp814WcHGDkSKB3b24fHCGEELVd5zPQ5ZP9WLL3qt7bhfa9VKpYzNtx0eTjzezfkpbxJKIZTftBTeblxDDA6NHApUvA0KFV1+/bx/U8/fhjwN77sxJCiBXwG90z843P0AhJKjC1jMer6ecldpjkISq6az9kD9wePHiApUuX4quvvsL69euRkJCAIlfr8RkaCmzYwHVeaNSIu660FPjgAyA2Fjh0yKbDI4QQWzK20d0QY0twtIxneVR0137IHrjl5OTgzTffxNSpU/Hyyy+ja9euCA4ORnx8PNauXYuKigq5H9J+PfUUt/ftzTcBxcOX+tIl4PHHuSXUe/dsOjxCCLEFoTNkmowtwQldnssuKKM2WGboGxOOFSPaIyxQ+/WmorvWxbAiK+G2bNkSRUVFuHnzZrXbFAoFAgMD8cILL0CpVOLevXu4du0a/vvvP7AsC4ZhUL9+fXz99dfo37+/bE9CTvn5+QgMDEReXh4CAgLkO/Hp01z7rGPHqq6rWRNYuBAYO7YqsCOEECe3NTkdb2xKFnQsAy4wODK9p8HZHKWKRddF+5GZV2pwFo9htPPExGSsEm3mlG0hhgmNP2SPFmrXro1vv/0Wq1atwp9//omLFy8iPT0dS5cuRcOGDXHr1i0MHDgQ77zzjtwPbd/atePqvX3zDRAUxF2XmwtMmAB06gQcP27T4RFCiLWI3cBuagnO2DIeT3eKgtpgSeemYNC5cS0Miq2Hzo1rUdBmZaIDN6VSicrKSlH3CQsLw+TJk3H16lW8/fbbAIDFixfjtddeE/vwjk2hAMaPBy5fBl56qer648eBjh25mTcBNfAIIfZBqWKRkJJDy28imdrozgsL8BK8BMcv44UGCAsKhWasEmJvRAduRUVFKCwsNHi7sZVXd3d3fPrpp/j222/Bsiy+++47fPXVV2KH4PhCQ7n6bgcOAK1acdexLLBqFdCsGbBiBaBU2naMhBCjdp3PQNdF+zF0ZSLe2JSMoSsT0XXRfprBEUDIDNm0Xs1wdMYTopcyWVYl/FhwGauJKTmiHoMQWxIduP3www/YtGlTtev5WTghs3Gvvvoqpk+fDpZlMX36dFy/fl3sMJzD449ze98WLwZq1OCuy80FJk4EHnmE68pACLE7hno20vKbcIY2uocHeuObEe3xRq+mopbg+PfkboH4kkuvb6j+ntFsKrFXopMTDCkoKEBgYCBq166Nu3fvmjy+vLwcrVu3xrVr1zBz5kzMnj1bjmGYzWLJCaZkZgLvvgv89JP29S+8AHz2GeCIPV0JcUL8RnhDWZFCNtOTKnJsdDf1ngjBAOplWXPbbxEihdWTEzw8PPDZZ59h5syZgo739PTEjBkz8OSTT+Kjjz6SaxiOKyyMWz49fJir9cb7+WeuJ+qcOVwvVEKITYnp2UhMk2Oju5TyIvrM2XYRO8/eodlUYtdkC9y8vb3x1ltvYdKkSYLvM3z4cKxduxYKKoVRpWtX4MQJ4LvvgJAQ7rqSEmD2bK736caN1PuUEBuiYq/2R47Xmg+4P9x6Xm9JEUpmIPbCphGTp6cnQvjghFRxc+MyTK9eBaZNA9zduetv3gSGDQMeewxISLDtGAlxUdSz0f7I+VrfLzJcJJ5mU4k9oKkuexYUxCUunDsH9O1bdX1iIhe8DRkCpKXZanSEuCTq2WgZ5iQDCC0vIheaTSW2ZJHArbS0FPn5+SaPO3LkiN4ODERHixbAX39xl+joqus3b+Zumz4dePDAZsMjxJVQz0b5mVtaRUh5kTeeaIKwAOPBnb+Xu6DHs8VsKmW5Ep5FArcJEyYgNDRU/fPhw4fxk262JID169ejZcuW+PHHHy0xDOfTty9w5gxX5612be66sjLg00+BJk2ApUuBcvGp8IQQcahnY3VSAwu5SquYKi8yrXdzzB4YbbSxfWFZJYJ8PexuNpVqBhJNwv680FFQUIAnnngCL7/8st5kBF9fX/j6+qp/XrVqFX799Ve8pNktAMCpU6dQWloKlUp4wUSX5+7OtckaOpTrc7pkCRes5eQAU6cCX34JfPwxV0aEob/4CbGUvjHh6B0dRj0bAcnlM5QqFnO2XTSYDMCASwboHR0m6HU19Z70jg5DkK8HHhTr38fG6Px/Vs9t1p5N5QNb3deID2xd9Q8FVyZpxs3LywsnTpxAbm4uAOD69ev46KOP1IV0PTw84O5eFRPqBnIAUFhYiNOnT4NhGPTp00fq+F1XYCDwySfAlSvAiBFV11+/zu1969iR68xACLEY6tlo3oyZ0NIqS/b8J3gWT/c9AaCeCfzhaKrBoI1/vAfFFZjaq5ldzKaaCmwBynJ1RZJm3Dw8PLg7PwzObt++jQULFqBXr16IioqCQqGAm5tb1YO4u6vvw9u+fTsqKysRHx+PevXqSR0/adSIK9o7bRpXwHffPu7648eBnj2BPn24mbn27W07TkKI0zF3xkzoJv9lB1Kw7ECK6CK4+mYChYgI8cWR6T1tPpsqpmYgH6QS5ydqxk35sH8m83AJjg/OvL29wbIsvL31b9h0c3PTCuQAbvmUYRhMnjxZ9KCJHu3bA3v2ALt2Aa1bV13/999AXBw3C3f1qu3GRwhxOuYWIxa7yV/MvjdDM4FChPh52cVsKtUMJPoIDtxYlkW3bt3w119/VbvNy8sLDMPAy8tL730ZhlEHewDwzz//YP/+/ejYsSOeeeYZ8aMm+jEM8OSTXP/Tn34CIiKqbtu8mSvgO348cPu2zYZICHEe5gYWcY1qQkw8JHR50NhMoBBv/XLGLjb+U81Aoo/gwG3Dhg1ITEzEgAEDMG3atGq3syyrFZwZUlJSggkTJsDT0xPffvutuNESYdzcuH1vly9zyQp8BqpSyXVkaNKEW1q9d8+24ySEODRzA4uTN3IhdnuWkCK45rbAuptvH+2tqGYg0Udw4DZ8+HBs3boVjz76KJYuXSooSNNn1KhRuHz5Mj7++GO01lzSI/Lz8gImTwZSUrhepzVqcNeXlQFffAFERQEffAA8TDIhhBAxzA0szFniM3bfzHzzlg7tZeM/1Qwk+oja4zZgwAAkJCRg48aNYEX2y1QqlXj55Zfxyy+/YOLEiXjzzTdF3Z+YoUYN4KOPuIzTd94BfHy464uKuNIhkZFcYJeXZ9txEkIcirmBhTlLfMbue7+wTPJ5efbS3opqBhJdkrJKX3zxRQwdOhQHDhxAZWUlMjMzAXAJB2FhYUhKSgIAJCUl4fDhw7h16xYyMjKwfv16vP3221i0aJF8z4AIFxLCFeudNo0L2L79Fqio4AK22bO5Wbi33gKmTAECAmw9WkKIA+ADC93szTABGaD8jF1mXqng/WjMw3MbWx4M9vMUeDbT7GHjP9UMJJoYVuzU2UMKhQIMwxiceQsLC8M777yDt956S31cXFwcDhw4AH9/f7MGbUn5+fkIDAxEXl4eApw9eLlxA5g3D/jhB27/Gy84mAvgJk+uWl4lhBAjlCpWUmDBZ38CMBm88WczNdOUkJKDoSsTBY7cuI1jO1GpDWIVQuMPs1pejRkzBnv27MGKFSsAAN9++y327NmDZ599FgBQp04dvPrqq2jWrBkA4OTJk2jdujVOnTplzsMSuTRqBKxaBfz3HzBqFJfUAAD373N73yIigAULaAmVEGKS1PIZhpYCa/p6IMhXu/6n0OVBfibPmLAAL6O9S2njP7FXomfc7t69i3v37qFt27b45JNP8O677+LMmTNo164dkpOT0aZNG0ybNg2bN2/GnTt3AADTpk3DL7/8ghkzZuD9998Hy7LYs2cPOnXqZJEnZQ6XmnHTde0aNwO3bh2g2YYsKIhrpzVlClCzpq1GRwhxYvpm7ABIXh401CqKN757JNo1rKl3tk/ozB4hcrLIjNu///6L9u3bY/LkyaKzShUKBSZNmqSuA/fss88iOztb1DmIhTVpAvz4I3DpEvDSS1UzcA8ecHvgIiKADz8E6H0jhMhM34ydOUVw+8aEY1z3SIO3f/dPKgDQxn/icAQHbmfPnsXjjz+OrKwsdOnSRXRWKa9Lly5YsWIFMjMz8e6770o6B7GwZs2AtWu5OnCjR3ON7QEgP59bOm3UCHjzTSA93bbjJIQQA5QqFn+eMV6HjW/HdWR6T2wc2wlLh8Ri49hOODK9JwVtxG4JDtzatGmDIUOG4ODBg1iwYIHWbXwrrMrKSkHnGjFiBJ544gmsW7cO165dEzFcYlVNmgDff881sh83DuD7zRYXA0uWcHXgxo/n6sQRQohMlCpW3RheaHN5XWLacUmd2ZNjnISIJaocyNq1a7V+5mfdysrKwDAMysr0186pqKhAeXm51nXvvvsu9u3bh/nz5+OHH34QMwxibZGRXOmQDz8EPv8cWLkSKCkBysu5TgyrVnG9UKdPB9q0sfVoCSEOTF9jeLHN5QHhZTwy80qQkJKDzPxS3C8sQ7CfJ8ICfUzup9t1PgOz/7yoVew3LMAbsweKGychYknKKuVn2Pj/lpWVgWVZg4FbeXl5tcCtd+/eaNSoEX7++WcUFxdLGQaxtgYNgKVLgbQ0YMaMqlIhKhWwYQPQti3Qrx/wzz+AxKV0QohjM2cWaufZO5igpzG8mObyPKHFfeftuIShKxMxbXMy5u24hGk/n8HQlYnoumi/wcfbdT4DE9adqtahITO/FBPsoFUWcW6SArfSUu7DWlJSAgBo3bo1tm3bpm5hpVKp1EEdoD9wA4A+ffqgrKxMb+N6Ysfq1AEWLgRu3gTmz+cK+/L++gvo0QN47DFgyxbt7FRCiFPbdT4DXRftx9CViXhjU7LJAEjTzrMZmLTxtN7bDLWgMhYkmmrHxbtfVP27CeCWUfUFi0oVixm/nzN6zvd+P0fLpsRiJAVuLMviueeeQ/PmzQEAtWrVQv/+/VGrFleksLy8HBUVFerjy8rK9AZuXbt2BcuyOHDggJRhEFsLCuLqvd24AXz1FZe0wEtMBAYPBlq25JZTHwb5hBDnxJffkDJbtut8BiZuOGW04bxuCyp9QWKXT/Zh6d4r2JqcjqTU+5jZX387LqFYVA8WE6/n4EFxheE7AcgtrkDi9RyJj0qIcZICN39/f/zyyy8YMWKE3ttZloW7e9X2ucWLF+Pcuep/ofC14JYuXSplGMRe+PoCkyYBV69yNeAezrwC4BIbxo/ngrp586iUCCFOSKliMWfbRb0100w1bOfvK9S9glLDQWJ+GZbsvaoO5ObtuIhx3SOrlfsI9tMu7GuMbr/ShBRhAZnQ4wgRy6zOCYZ88803uHfvnvrn8PBw9eycpjZt2uDdd9+FG18vjDg2Dw9g+HDgzBlgxw7g8cerbsvK4hrdN2wITJzIBXSEEKcgJoNT7H11hfh5GQwSdWXmleK7f1Ixs39LrXIfH/SLFvx4gG6ig9AlUFoqJZZhkcCNuDiG4ZIUDhwAjh/nMk4VDz9qJSXAihVAixbAwIHcMZTIQIhFWbpshdAMTn3HiWniHh7oDTAQHOjxz3LejkvoEBmMQbH1kFdSjgU7Lwl+TEA70aFzVIiRI6sIPY4QsUSVAyFEtEceATZu5JIZvviCKx1SVMQFa9u2cZfYWGDaNODFFwEvL1uPmBCnIld5DU267alC/IX9u9WX6Sk0+xMAZg2IRnah/uoFhmjO9uWVlBttg6WPbr/STo1rIcjXw+g+tyBfD3SixvTEQmSfcSstLcWXX36J9evXy31q4sgiIrjA7fZt4NNPgfr1q25LTgZGjuT2wc2eDWRm2maMhDgZcxIGjJ1TNyngrZ+TEeTrIalhu5DsTwUDfD2sHfrGhIsK9DRl5pUIXmLlMeCCRc16bm4KBp8829rwnQB88mxrUe25CBHDIoHb1KlTsWTJErlPTZxBUBDwzjvA9evcTNyjj1bddvcuMGcOtw/upZeAEydsNkxCHJ05CQOGGAoE7+aX4UFxBVhUz+Dkf9YNgHhuCgazBhjP/lw2tD36takLoCrQE+t+UbmovXThRvqV9o0Jxzcj2iMsQHumMSzAC99Qj1NiYbIvlXo9XOry8/OT+9TEmXh4cHvfXnwR+PdfrrDv778DSiVQUcFlp65bB3TuzGWsPv884Olp61ET4jDEJAx0FrCsZyoQZAAE+nrA291Nu5uAgGXZvjHhWDGivaAlXTcFg4Ftw/HtwybxpjAPxxAscDn3pU4N0a91XZOdE/rGhKN3dJjWkrGp+xAiB9GB24ULF9CqVSuDt/OBm2Y5EEIMYhigSxfucvMm8PXXXEut+w+zzxISuMubb3L9UsePB+rVs+2YCXEA5iQM6CMkEHxQXIH1Y9pDoWC0WkgF+nhCqWJlCYR2nc/AdyKCNoCb7Qv0EfaHX7/WdQUFsgDUPU4JsSbBS6XFxcX4+OOP0bFjR+Tn5xs+4cPsQSrxQURr2BD45BPg1i2uaG9MTNVtd+9ydeAaNQJeeAE4eJCyUQkxQuheMKHHCQ3w9l++i7yScny667LgFlI8U83ejc366ROmsdxpai+dsX14hNgTwYFbTk4OZs2ahZKSEty6dcuSYyKuztcXGDsWOHsWOHQI+L//A/g/BJRK4JdfgPh4oFUrrmNDXp5tx0uIHZI7UBEa4H1/NE22fqO6hNZ8mxTfGBvHdsKR6T3Vy6zG9tKZ2oenj6VLrBBiiODArUGDBnjqqacAACkpKRYbECFqDAN07w78/DPX2H7mTK5PKu/SJWDKFKBuXS7QO3XKZkMlxN7IHagI7f1piNSECE1CZ/0a16kBANh+9o5WUMXvpdPtpBBmJBFBH3N6shJiLoZlha83rV27FqNGjcInn3yCd9991+BxCoUCvXr1wt9//y3LIK0pPz8fgYGByMvLQ0BAgK2HQ3SVl3NJDCtWAP/8U/32Rx7h9sENGQL4+1t/fITYmZ1n7+DDredxv6iq7pjUOm67zmdgwjrz/0DaOLaTpL1hCSk5GLoy0eRxwX4eRp+vbh06U0kFmsenZRdhyd6r1Y7h7y0mACREk9D4Q1Q5kCeffBIAcOmSuKrThMjG05MLyg4dAs6d49pn1ahRdfuJE9zsW9263G1nzthurITY2K7zGZi345JWEBPs54mZ/aUV3+0bE47RXSLMHpeYbgmahM76aT5foPoyram9dJp0Z9f0BW2APDOKhAghKnALDQ1F06ZNKXAj9iEmBli+HEhPB775Bmjfvuq2ggJuVi42FujQgctULSiw2VAJsTZDNddyi8rx+gbpe816R4eZPTapRXSFLP/qI3fdOmOPY6gnKyFyEV2zIzY2Frt27cJPP/0EY6usGRkZWLt2rd7bVCoVysrKUFZWhtLSUqPLroSYVKMGtzw6fjw34/btt1xx36Ii7vbjx7nLtGncbN2rrwIdO3J76AhxQkJqrs3ZdhG9o8NE1x3jZ70y80oltVFXMFzwKJWhmm/Bfp7IMXJeOevWmSJ1RpEQIUTtcQOAefPmYdasWWCMfOmxLGv0dt3jlEqlmCFYFO1xcxL5+cCGDdxMm76khVatgNGjgREjtBMeCHECQveCSd1rxs9EAZAU2DAwfy+Y7j61zLwSTPvZ9NaIpUNiMSjWdC3Io1ezMfz7Y5LGJvV1Ja5NaPwhesatcePGAID4+Hi0bNlS7zHLly9H/fr1MXDgQL23sywLpVKJ8vJylJSUiB0CIaYFBAATJnCXU6e45vbr13MBHQBcuAC89RYwfTowYAAXxPXtC1DhaOIE5C6+q4uf9Zrx+zmjzdaNkTrjx9MtfpuQkiPofkKWaXedz8CM386JHhPfpYFqwRFLEv0tFRERAQDo2bMn3n//fb3HLF++HM2bN8dXX31l1uAIkUX79lxHhs8+42rArVoFHD3K3VZZCfzxB3cJC+N6pI4aBURH23TIhJhD6B6y7IIykx0NDOkdHYbZf14EID5wE7tsKYSpJVyhQRU/myh2JlFKiRVCpBDdZL5+/foAgLS0NLnHQohl+flxQdmRI8Dly9xsW5jGRuvMTC64a9WKS2j4+uuq1luEOBCh2ZfzdlySXH8sKfW+Vk9SKYzN+IktcCtH3Tpz9rWJrQVHiFSiZ9zCw8PBMAxu3rxpifEQYh3Nm3PttebPB3btAlavBrZt42bgAO2EhoEDgZdf5pZSPTxsO25CBOCDmNfWnQID4/vQ+FIZQoIOzX1lV+8Wmj1OQzODu85nCGo4r8tQ4oKQRveA8M4MABcMTu3VDBEhvtRgnliV6OQEAAgJCUFYWBjOnz+v93YqwEscUlYWl436ww/A6dPVbw8JAYYN45ZT4+IoK5XYPX0BkD78MuKR6T0NBh9CzyWEsccztFQppsCt2AK7vK3J6XhjU7LJ44J8PPDJc61pdo3IyiIFeHm1a9dGenq65MERYpdq1+ZaaJ06xRXuffNN7YzT7Gzgyy+BRx/lllM//phrxUWIneobE44j03tiZn/9iWQ8U/XHxNYz0yRm2dJUGROgei02fUuqYgrsahK6N3D5cFoSJbYjKXALCQlBfn4+CgvNnyoXQ6VSISUlBTdu3LDq4xIX1KYN8L//AbdvAzt2AC++CHh5Vd1+6RLwwQdAZCTQrRtXADhHWFYbIdbkpmAQUsPL9IHQv+dMyr4v5uFlfPdIUX1BTS1V6gaYcvcMNbU3kAG3ZNspikp9ENuRFLgFBQUBgNEASu7abBs2bEBYWBiaNGmCiIgINGvWDIcPH9Y6ZuvWrWjfvj18fX3RunVr7N27V9YxEBfk4QH06wds2sQlL6xcyQVqmo4cAV57DQgPBwYN4o7li/8SYgeEziSF+FUP8MTs++KFBnhhaq+miK4biM+fb4v1r3bE0iGx2Di2E45M72lwtkpMGRNDs4C67a3EkCPBgRBLkxS4tWnTBtu2bUOrVq2q3Vb5cHO3nPXZDhw4gBEjRmDIkCE4efIktm/fjsrKSjzzzDPIzc0FAGzevBmDBw9GZWUlFi5ciObNm6Nfv344e/asbOMgLi4oiOu68M8/3BLpxx8DmrUMKyqAP/8Ehg4FQkO54r47dnDXE2JDQrNM3/rlTLWAR2gwNSm+MZYOicW0Xs0AMFiy9yre2JSM4d8fw+vrTyEtu9jkXjPBAaa/l+glVaH4BAcxM4WEWJOk5ARjCgsLERAQgNjYWJzSV7Fegg4dOiAkJAQ7d+5UX/fnn39i0KBB2Lp1K5544glERkbC398fycnJCAgIAMuyiI+Ph0KhwP79+wU/FiUnEFFYFkhO5or7btgAZOj5K79WLeC557h2W927A25uVh8mcV38Rv29FzPx/dE0o8fqSwBYuvcqluy9YvJxNo7thLyScqM10IJ8PfDJs4Y39ZdXqtBp4d5qTeI1xxcW6I3Pn28rqKuBOR0MpCY4ECKVxTonmKJQKDB9+nSEhobKcj6VSoX58+cjMjJS63qvh/uN3NzccPDgQWRlZWHGjBnqJ8swDCZMmIDhw4cjOzsbISEhsoyHEC0MA7Rrx10WLeJm4zZsAH79FXjwgDsmJwf47jvuEhYG/N//cXvmOncGFJImvQkRRF8mqLHyILp9TAFgY5Lp0k9hAV6Ia1QTPT47YHQv3IPiCkxYdwrf6Jm54sdqLGgDuKXK7KIyk2MCzOsZqtuZgRB7Ifu3hq+vLxYuXIipU6fKcj6FQoE+ffqgadOm6uvKy8vxxRdfICgoCF26dMG5c1xrkvj4eK37xsXFQaVSITk52eD5y8rKkJ+fr3UhRBI3NyA+ntsHl5kJbN3KzbL5+lYdk5kJfPUV0LUr0KgRl7mamMjN3BGHJLZQrLUY2gNmanSaCQBCi+wO7dAQJ2/kCt4Lp7uMufNsBiaYyFrVXKoUuqQq9DhCHIlDNWYsKCjA/Pnz8ccffyArKwu//PILgoKC1PvcoqKitI7nZ/2MdXlYuHAh5syZY7ExExfl5cUV7h04kEtU2L4d2LwZ2LkTKHs4W3D7NrBkCXdp0ICbifu//wM6dqQacQ5CaqFYSzOnAwBPzGxVRIifqOM1213tPHsHkzbqqZuooZafJw69Ew9Pd26uQa72VoQ4IodapykvL8fp06eRnp4OLy8vdQKESqUCAPj7+2sd7/twpuMBv2Slx3vvvYe8vDz15datW5YZPHFdfn7c0ujvvwP37gFr13KZqppdGG7dAhYv5pZPGzXiOjYcOQI8/GwT+2OJrEa5SMkE1VWnhreomS2xs1t8ZujEDadhapIyp6gcJ2/kqn+m7E/iykQHbvzslrnKy8tF36dWrVr4+++/cePGDbRt2xbPP/88Ll68CF9fXzAMA908C/7n0lLDv8C8vLwQEBCgdSHEYgICuM4LO3YAd+8Ca9YATz0FuGtMft+6BXzxBVd2pH59YNIk4MCBqnZcxOakFIq1JnP2dvG1yjpEBguua6Z5rFAhflxmqFC6z4myP4mrEhW4vf/++2jXrh1yzCw0qlKp8PTTT+P111+XdP+QkBAsX74c5eXl+P3331GvXj2wLFtttiwrKwsAKBgj9qlmTa7p/c6dXBC3enX1mbiMDGD5cqBnTy6xYcwY7eVWYhNiC8Vamu4+u+tZ0oqj685WiZnZ4o81NcfFB3tgIGpWUN+MHt8ZYuPYToLqxBHiDEQFbh06dMDt27fRv39/FBQUSH7QsWPHYu/evdVmyPS5f/8+PvzwQ1y6dEnrej5LtKKiAu3atQOAagV5k5KSAADh4fSPmNi54GDglVe4mTh+OXXgQO1uDTk5XHDXvz/XnmvoUODnnwEz/i0SacQUirU0fd0Dvtp/TdK59M1W9Y0Jx/Jh7VHTz1PQsStGtEeQrwf00coMLRT+x0d4oDdUKlZvAojU9laEOCpRgdszzzyD7777DidOnMATTzyBu3fvinqwiooKjBgxAmvWrMGTTz6JL7/80uR9AgIC8O233+Ktt97SCvR+//13AEDXrl0RFxeHhg0bYtmyZeoCwACwatUquLm5Vcs2JcSuBQVxy6lbt3JB3IYNXNKCn1/VMQUFXIeGF18EQkK4YG7lSm7mjlicvWQ1GtpnJ3WFdmb/lnrLdMzbcRH3i6q2twT7eeg9FuCCt5Mf9sa0Xk0R5KMdwEnJDAWAkgolhn9/TJa2VoQ4OkkFeDdt2oTRo0cjMDAQy5cvx7PPPmvyPsePH8fYsWNx9uxZ9O/fH7/88gu8vYX9w129ejXGjBmD7t2744UXXkB6ejoWL16M3r17Y+vWrVAoFOpjnn/+eUyYMAG//fYbVqxYgZEjR+KHH34Q/NyoAC+xWyUlwN9/c0kOf/5ZVSdOE8NwCQ6DBnGX5s2tPkxXoFSx6Lpov8msxiPTe1psBogfg7lJCDx9Y+YDQ93nqK9Qr6ExGipia+o1BLiPs75vKKGPT4gjERp/SO6ccOrUKbz00ku4fPkyHnnkEYwbNw59+vRBgwYN1MfcvXsXhw4dwtq1a/HXX3/Bw8MD77//PmbOnAlGZLmDX375BZ988gkuX76MunXr4qWXXsI777wDHx8f9TGfffYZZs6cibKH+3+efvpprF+/XlQARoEbcQgVFcChQ8CWLdwlPV3/cc2aVQVxnTpR1wYZ8UENoF0bzdJBBR8MHb2WhWUHUmQ//8z+LfFS5wgcT7uP19efwoMS410MzAlODb2GvEAfd+SVGE7KCfL1wPKh7dGJlkiJE7B44AZwS5/Lly/H//73P6Snp4NhGPj4+MDf3x+FhYUoKSkBy7Lw9PTEiy++iA8++ADNmjWT+nCC3L17F0lJSahbty7i4uJE358CN+JwWBY4caIqiLtoIFMvJIRLfhgwAOjTh8twJWaxdh03fY9nCQpG+HKrsbZSQtpGGXoNhzzaAEv2XhU0BnuonUeIuawSuPFYlsU///yDo0ePIi0tDcXFxfDy8kKDBg0QGxuLXr16VauxZq8ocCMO79o1bn/c1q3A0aP6a8F5eACPPw48/TR30SleTYSzVk9LQ8uWtrZ0SCwGxdardr2YoFbfa7j97B28sSlZ0Bho6ZQ4A6sGbs6EAjfiVLKzua4N27Zx++MKDZSJaNmSS3B4+mngsce0S5IQm5O6n0135kzMTJpQ+mbczN0bBwAJKTkYujJR8Dissa+QEEuyWZN5QogdCQnhasWNGsXVfjt4kAvitm0Dbmo0D790ibt8/jkQGAg8+SS3rNq3L/CwdRyxHbGdEPiwZdlQrowHP5OVW1SOiRtOyTImQ22lTBUn1mxibyzAMtXWSt+5NVtpEeKsKHAjxFV4eXEB2ZNPco3uz53j6sbt2AEkJFQtqeblcfXhfv6Z+/mRR7gg7qmngEcfpQQHK9FcPrx6V1ytvjAjS5JBvh54UKw/4UAsfW2lxBQnNhZg8QV9X1t3Cgz0Jy/oY43aeYTYEgVuhLgihgHatOEu773HFffdtYtbVt29G9BsbXfiBHeZO5crFNynDzcT9+STXDcHAay1D8xZSE1CmBTfBF2ahBh8fZNS78sWtAUaKLK752KmoPsLCbD4gr5iXgtL184jxNZoj5sO2uNGXF5lJXDsGNdaa+dOIDnZ8LHt2lXN4j32GODpWe0Qa2deOjopSQhC93dtTU4XvOFfyGMC2vvVlCoWjy7Yq1Ws1xBj2ai6lCoWiddzLF6ehBBbEhp/iG4yTwhxcu7uQJcuwIIFwOnTwO3bwKpVwHPPVS8hcvo08MknQHw8UKsW16Zr+XIus5VlDVb2z8wrxWvrTlH1ex3G9ocZotsz1Bg5Z6P4Mc7ZdlHdgiop9b6goC3Yz6Pa3jhj3BQMujQJwSfPtQYD031TCXFmFLgRQoyrV49rbv/rr1yW6j//AO+/z822aSos5JIeJk0CmjYF27gxSsaMw5P/HUVAqXY2q74vfSI+CQHQ3zPUkA6RwQgLkDd44/erAcL3lw2OrScpwOKXTsMCtZ+DmNeAEEdHe9wkoP06xGV5eADdunGXBQu43qh79nD74v7+m+ut+hCTmorBqakYjO1QMgqcDWuKwxGxOBoRi1P1WqDCzYOyAHUIDXwmxTdB01B/0b9/3BQMZg+MxoR1wjJL+0TXwd8X75k8jh+30Bm9ni2lZyr3jQlH7+gw+h1MXBYFbiLRfh1CNISGAiNGcBeVCjhzhgvi9uyB8vARuFVwy2ZurArtMv5Du4z/MCVhM4o9vHCsQQyONIpFaTtPIPIJQEELAEIDny5NQiQHu31jwjG6SwRWH00zeWyz0ABBgRs/br6Eh6lZw7d+Tsbsga0k/850UzAU7BOXRb8pRaD9OoQYoVBwy6czZgD79uHEyasY9fxsfP/IIFyp1VDrUN+KMsRfP4mZB75H/JA+XHbqkCHAypXA9es2egK2xwc+huaOGHB/KIrZH6ZP72hh2cCdG9dCkIHsUV6Qb9V+NTcFg4FtTQdjd/PL6HcmIRLRjJtAchWVJMRVPNKqAf5r3xWHGj8CFkCdghx0vZGMLmnJ6HrjDEIL71cdnJUFbN7MXQAgIgLo2ZNLeoiP5/bZ2Tk5tlAYq10mdQO+vnGZKm7LZ2g+GmE6QNQciVLF4s8zpoMx+p1JiHRUDkSHoXRcoe1XxKS4E+Ls+FlqQCcIYVk0zb6JpbVz0PLica6jQ4GRIrPNm1cFcY8/DtSpY8lhiyZkC4WYwE6uLRnGzgNA/3vz8L8rRrRHoI+nqN97YttUad6XEFdHLa9kJnTTMFXtJqSKoQKqYUE+ePOlwWjJByGVlVyR3337uMu//3Itunj//cddvvmG+7lVq6ogrkcPrrWXjRiqu8ZvoVgxoj0AiArE5NiAL2Rcet8bjXFtTU4X9Fj87z0pv//odyYh4lDgJpDQTcNUtZsQbYKCEHd3oFMn7vLBB0BJCdeG68ABYP9+ICmJC+54Fy5wl2XLuJ9jYrgAjr9YaUZOyBaKGb+fQ15xhdEASl/wZs4GfKFbO45M72n0vRH7e0/K778Qfy8kpORQhighAlHgJpDQPSHmbhomxBmJDkJ8fLg9bj17AvPmcTXijhzhllQPHABOngSUyqrjz5/nLsuXcz+3bAl0784Fcd27W2yPnJC+nIZaTFlyn5eYfqHGfmcJafQe5OsBlYqFUsWKagzPAAj0ccekDaeQq/EaUZY+IcbRHjcdxtaYDe7XefhfKgBJiJXk53OB3IEDwKFDXCCnUhk+PiqKC+C6d+dq0DVuzPVrNZNcLaTk3ucldFxjukRg5/lMo0u4hn7v6Qr288D8QTFQKBiTx5tqGs+Afp8S1yN0j5tZgZtKpcK1a9cQEBCAMIHNpjWdOXMGbdu2lfrwFmHqhaM6boSIZ/Gi1fn5wNGjXBB38CC3X05zRk5XWFhVIeFu3YDWrQE3N9EPK2Uzvj5Lh8RiUKx5s4Kar3F2QRnm7bgk6Tz6/hAV0/R+fPdItGtY0+jxQb4eJpvdh1PfUeJirBK4FRQUICgoCK+++iq+/fZbUfetrKxE69at0aNHD3z11Vfw8DBeK8hahLxw1DmBEOFs8sdOYSG3R+6ff7jLsWPayQ66AgKAzp2Brl25S4cOgK+vyYdRqlh0XbRf0NKgMebOuOl7jRUMYKibGANuwtHY7boN24U0eud9Paw9noyp2jsX4u8FsEB2URlC/LwwedNp2RvRE+LorJJV6ufnB5Zlce7cOSxevBihoaGIiIhA06ZNUcfE5uC5c+fiv//+Q2lpKUpKSuwmcBOCqnYTIoyQzEaLBG/+/kDv3twFAEpLuQSHw4e5y7//apcfyc/nOj7s3s397O4OtG8PdOlSddGzqmCq7hoLbnZJX3ICf4y5e2MNvcbGgjIWgLE/2TX3wHVuXEv9x2pCSo7JoA0AZm49jydjwvT+nkxIyREUtAGUcUqIPmYFboqHLWqOHTuGxMREMBp7RmrWrInHHnsM3bp1Q3x8PB555BH1bd9//z0WLFgAd3d3rF+/3mhkSQhxTHZVtNrbu2qPG8BlqJ45UxXIHT3K9V3lVVZygV5SErBkCXddVBQXwD32GHdp1QpwczNc8kSnXppcBXU1GXuNebozb2GB3ngqJkxQy6t7BaWilkl5OUXlBnvQignGKEufkOpkySodPHgwnn/+edy5cwfp6enIyMjAhQsXsHPnTmzfvh0Mw6Bdu3Z44403UFlZifHjxwMAli9fjscee0yOIRBC7IyYzEarz2C7uwNxcdxl6lRu+iklhQvgjhzhLpcva9/n+nXu8tNP3M81anDlSx57DH07d0bv8R2QlKvSu4XCVL00qUy9xgAXtM3s3xIhNbzU40pKvS8ocEvLLsYXe69IWgY2FKAJDcaC/TwoS58QPWQJ3Bo2bIghQ4ZUu76oqAgHDhzATz/9hG3btmHUqFEAAG9vb6xatQpDhw6V4+EJIXbIoYpWMwzQpAl3GTmSuy47m9snd/Qodzl+XHufXEEBsGcPdwHgxjDo3LIlF8x17gyUdubKkigUshTU1UfoaxdSw0sr+UFIeaPQAC9sTLopee+eoQBNaCP6+YNiaO8wIXqIajJ/6NAhrF69Gnl5eYKO9/Pzw+OPP46OHTvCx8cHLMuCZVmEhoaiR48ekgZMCHEMDl+0OiQEGDAA+OQTbjk1L4/bG/e//wHPPQeE68yUsSxw8SKwejUwdixXFLhmTW6f3cyZcPtrJzoHshgUWw+dG9eSJSiR+hrze/MA7V6jmj8P7dAQmfnSgupwI/v2+Mc29uzHd49EvzZ1JT02Ic5O1IzbqlWrsGHDBrz22mvo0qUL+vTpo/e4mzdvYv/+/di9eze2bduGkpIS1K5dG7Nnz4abmxtmzpyJ3r1749ixY/D395fliRBC7IvTFa328uJm0jp3Bt58kwvUbt7kZuMSE7nZueRk7Q4P+fnA3r3chde4MdCxI3fp0AFo1447twTmvMam9uaVVRqpi2cEA9P79gw9di0/T8wbFIN+bai0EiGGiCoHsmDBAhw9ehSnT5/GXY2NvEFBQRgwYADu3LmDs2fPIjs7GyzLws3NDd26dcPw4cMxYsQIeD385fThhx/i448/xrBhw7Bu3Tr5n5UZhKbjEkJMc7mi1cXFXDFgPpBLTAQyMozfx8MDiI3lgjj+0qwZoBC2IGLua2yovJGUGnViy7xQaSVCqli8jtv58+exe/du/PXXXzh48CBUKpU6q7RXr16YMmUKHnvsMdSsWbPafVUqFbp3746EhATs3LkTTz75pJQhWAQFboTIy1WKVusNQhgAt29zARx/OXWKK09iTEAA8MgjwKOPVl0aNDDY7cESr7GpGnX8bN7nz7dFdlEZBV6EmMkqBXgPHz6Mc+fOoUePHti+fTvWrl2LS5cugWEYDBw4EH/88Yfe+6lUKly+fBmxsbFo3Lgxzp8/DzcJVcstgQI3QuTn7DMrpgInzecf6u2GRwtuw+3Eca4w8LFj1TNY9QkN1Q7mHnkE0KiXaYnX2OVmTAmxIYsEbunp6Xj22Wcxf/589O7dG++88w4WL16M69evo1GjRrh//z4WLVqEXbt2IS4uDo0aNUJcXBx69+6tXibNy8tDXFwcFixYgIMHD2Lt2rVISEhAmzZtzH/WMqDAjRAihqECuHxwM657JP48k2F8Niwvj2vTlZTEZa8mJQHp6aYfvEGDqmCOL29SS1xpFVMBn6vMmBJiaxYJ3DZt2oRRo0ahoqIC7dq1Q8eOHfHNN98gPT0dvr6+6NWrF65fv46LFy/C29sbHTt2xJUrV1CjRg28/vrrePPNN/Hjjz/i7bffxk8//YTHHnsMV65coaVSQohD0A1y4hrVRI/PDogqTgsInLFKT+eCuOPHwSYdR+Xx4/DIe2Dy3GyjRrjfog3uNm0FxMWheb8ecKtTW++xQoMyfc/75I1cq8+gOvvMLXFtFlsqzc7OxrJly/DXX3/hqaeewrx583Dt2jUMHToUJ06cwBdffIFJkyYBAFq2bIkbN26gXr16SElJgZ+fH3x8fODm5ob09HR15wV7QoEbIUQffUFOsJ+n4PZNuvT1AzX0uDN+P4cHReVo9CADbTOuIibzGtpnpSD2Xgrci4tMPlZJeD34dHw4K9e+PdC+PXZls0ZnCg0FlbaagaOZP+LsLL7HjWVZzJ07F3PnzkVGRgbeffddDBo0CIMHD1Yf07JlS+Tl5SE9PR2///473nrrLdy8eROdO3fG0aNHpTysxVHgRojzEztzY2g5VA66XQ00x7HzbAYmbjhl8L4Mq8Kc5h4Y4XYPN/ceRtbBfxF99zr8KkzPAGbXCMbZ2lG4ENoY50Mb40JoFG4HhgIMYzCoNLUsrC/Yk2OWTMrjEuJoLBK4dejQAR4eHvDy8oJCoUBaWhpSU1PRvXt3uLu7o6KiAuXl5ViwYAG6deuG1q1bIy8vD3fu3AEArF27FqNGjQLDMHjjjTewePFi85+pzChwI8S5iZ254bMrxS6HShHs54H5g2LQr01d7Dx7B5M2njbYLF5TaA0vlClVeFBcAYVKicj7d9D67jW0zryGmLspiL6bghrlJSbPk+flh4uhUbhYJwoXQqMwcuJgtO3dCfDwMPk66Av25Jglk/K4hDgiiwRu7u7uUKmqF2VkGAaap5kyZQqSkpKQmpoKhmHUgdv48eOxbds2dO7cGVu2bMG+ffvw+OOPi3halkeBGyHOh5/12XsxE9/r6dFpbOZGSj0zc/WOroM9F+/Jdj6GVSEiNwMxDwO5mLvX0OrudQSVFpq+s6cnEBODe1EtsfyBPy7WicTlOpEo8PLTe/jGsZ3QuXEt2WbJhL7+/OMS4qiExh+iOiekpaXBw8NDffn000+xYMECAMDo0aOxePFilJSUYNasWUhM5P6heXp64vPPP8ekSZNw6NAhxMfHY9WqVWjevDneeOMNnDlzxoynSQghxumb9dHFggso5my7iN7RYeqZG6WKxdFrWdYZqAY5gzYAYBkFUoPrITW4HrZFP2w3yLKol5+FmLvXEH33+sOZuesIL8zRvnN5OXDqFOqcOoU5GlffDAzFpTqR6svFOlG4FRiKewWlUKpYzNl2Ue/SsqHX2hCH6nlLiBWICtzq168PAPjqq68QHBwMd3fu7n369MGaNWvg7e2NZcuW4auvvsIzzzyDl19+GdnZ2Zg+fToWL16Mu3fv4p133oGPjw/mzp2LMWPG4LfffsNzzz0n/zMjhLg8MXvTWAAZeaVISr2vnjGa/edFyf067R7DID2wDtID62B3s8fUV9cqeoDoe9cRdz8NU4KLoDh7BvjvP67Fl4aGeXfRMO8unrxaNRtW4OkDdl8bZDWPRnyOLy7XjsDl2hEo9vTRuq/ua22Mw/e8JURmopZKKysrMXr0aKxfvx6dO3dGfHw8Pv74Y9y4cQMzZ87E2rVrsXTpUnVWaVRUFAoLC7F48WLMnTsXKSkp6ppv5eXlqFu3Llq2bInDhw9b7AmKRUulhDgHqXvTRneJQIfIYExYZzgpQJeCgaC9aI6kpq8HTnzYm5sRKyqC8uw5fPbpZtS7cQXRd6+jRVaaoCQIALgRFKYO4i7XjsB/tSOQVjMcS4bFYVBsPaP3FdrBgfa4EUdnkT1uW7duxeDBgzFq1CgsX74cc+bMwWeffYYrV66gYcOGeOyxx3D27FmcOHECrVu3Rr169VBaWoqcnBwolUqsX78eL7/8svp8r732Gr777jtcuHABLVq0MO8Zy4QCN0Kcgzl703w93VBcrhR8vKe7AuUSm7LbM919Y5qdFMCq0Cg3Ay3vpSL6Xiqi713HY8V34JMhoHAwgBJ3LyhbtID/I+2A1q2rLqGh1Vp7UQcH4gosssdt0KBB+O2339QlP4qLi8GyLMrKyuDh4YE1a9YgLi4Ov/32G1q3bo3S0lKUlHCZTG5ublpBGwA89dRTSE1N1dvPlBBCzGHOnicxQRsApwzaAODotWytMh59Y8KxYkR79Z7BtOB6SAuuh+SOvTBrQDR8YsKB3Fwoz5zFF4t/Rb0bV9AiKw3Nsm/At6JM69w+lWXA+TPcRUNFzWA8aNwclS1bIbRzHBRtWqNvTIzW4/LCqI4bcUFm9SrV57vvvsO4ceMAAH///TcqKyvRr18/vcfyQZ2Pj4/e222BZtwIcWx8BunRa1lYdiDF1sNxGoZ6rxqqzaY7O9fwQSZa3EtDiyzu0r0sE343U6vtnTOofn2w0a2Q0aAx7jZoDPfWrRHdqxPcAmrI/EwJsQ2rNJl3RhS4EcJxxPZCQjJIiTT8O798WDvU9PMS9LkwWcetuBi4eBHn/jqMY38eQvOsG2iefQN1inKFD6xRI6BVq6pLdDTQsiXg72/GsyXE+ihwk4gCN0Ics72QJbsbmOPlzo0Q4O2BZQeu2XoostBNxDD1uTD1B4C+JJKaxXloln0TzbJvoEVWGqLv30Zs/m0wDx4IH2ijRlwQFx3NBXQtW3KXwECxT5kQq7BK4JaWlgaWZREZGSnqfsXFxejUqRPCw8Oxe/duqQ9vERS4EVfniO2FxGaQGssCZR7+j1x/0m4c2wkqlsXwVcfkOaGdMfdzITSJJNjXHf/rWgfxymzg/HngwoWqS0GB8AesV69qVk7zUrt2taQIQqzJIskJuh577DEUFhYiPz9f1P28vb1x/vx5lJWVmT6YEGI1chZOtaak1PuCgrZJ8U3QpUkIcovK8PqG0wafZ++W5ncu4MtU5BaVYe72i2ady56Z+7kQmkRyv7gSo/++wwWIvXtrDIAFbt+uCuIuXqy66PtuSk/nLnv2aF8fHMwFcC1aaP+3USPAzU3UcyLEkswK3Pz8/FBZWSn6fgqFAgCXaUoIsR+mAiAxhVOtSeiXf9NQf/W4x91+gG//SdV73J6L99A/pg52nr8naemVAfdaPdIoCBM3nJZwBsdizudCbOHcagEiwwANGnCXvn01BsUCd+5UBXOXLlUFdPfvVz/x/fvA0aPcRZO3N9CsGRfINW/O/bdFC+462kdHbMCswM3d3V3dPQEAevfujQEDBmDQoEFo1KiR2YMj2hxxszhxLHK2FxLyeZXrMy30y//wFa59VYifF7YmZxg9dsd56TNuvp5u8HBXYNvZTMnncERSSrB0iAxGeKC3wQK7mkQFiAzDLYvWqwf06aNxEhbIyqoK5jQv6Xpq0JWWAmfPchdd9etzwRx/4YO7Bg2AhxMUhMjNrMBNU2pqKvbt24f9+/dj2rRpaN68OXr16oWePXuiR48eVKvNTI64WZw4HrnaCwn5vMr5me4QGYywAC9k5hvffvHrqXT8ekpYgVhzFJUrAZG14OwNP2sohpS2U24KBrMGRFeVDhHArL6kDAPUqcNdHn9c+7b8fODy5arLpUvcf69dA/StLt2+zV327dO+3tsbaNq0KqBr1qzqv/RdSMxkVnJCy5YtkZeXhzt37iAxMRGvv/46Ll26hNLSqn9UDMOAYRjExMSgR48e6NGjB7p164bQ0FC0aNECFy/a194Pe0xOcMTN4sQxydFeSMjnFYDsn+mle69gyd6rou4jhY+HG0oqHDsoM2Zar6ZoHlajWlBtKqHD3LZTu85n4P0/zuN+UbnJY3U7OlhcRQVw/ToXxP33n3ZwlyuidAkAhIRwAZzupUkTwI5qmhLrs2hWqUqlAsuyiImJUQdumrddvXoVycnJOHHiBE6ePIkTJ06gsLCQe8CHWTssy1LgJoCpbDnq00fkZk57IaWKRZdP9hmc+WIAhAZ4AWAMNm+X+pn+43Q6pm1OFnw80W/JC20xuH199TJ2Zn4p7heW4XZuMdb8e6PaTJycf0CWV6rQaeFe3C+q0Hu73f2+Y1kgO5sL5nQvKSn6Z+mMadCAm6nTvURFAV5elnkOxG5YLKv00KFDmDJlCubMmaP3doVCgebNm6N58+Z48cUXAXDB3JkzZ3D06FHs3bsXBw8eFJ2J6qocdbM4cVy6bY14QtoLLdt/zehyJQuYXM6U8pnedT4Dc7ddEHQsMW7ejkvw8XRD35hw5JWU49Ndl7U+B4xOqRQ52055uivw8eDWRv9wmDUg2j6CNoB7MWrX5i5du2rfVlkJpKZqB3NXrwJXrnBJE/rcusVd9u/Xvl6hABo25IK4Jk20/xsZSUGdixE845aRkYFp06bhl19+Acuy6NGjBzIzM6vNuAlRWVkJT09PmnETYGtyOt7YlGzyuKVDYjEotp7lB0RchtjEgV3nMzBBxD4lU/R9pvWNac/FTFkf15kF+nggv6TC6N41/h0e1z0S3/2TavDYMV0i0Cs6zCJJUk6/p7eggNs3xwdzfEB39ar+jFdjGIYL6po00b40bsxdfH0t8xyI7GSfcSsrK8Mff/wBT09PTJ48GVOnTsUTTzwheEBXrlzB3r170apVK/To0UPw/VydXJvFCRHLTcEInvHi67/JSfczre/LPNDHA6VOvN9MbqO7RJjcB8jXZVt52HDQxgDYeT4T7/e3zOxX35hw9I4Oc94s+ho1gHbtuIuunJyqYE73om+limWBGze4i26SBACEh2sHcpqX4GAqOuyABAduERER+OqrrxAfH4+mTZuaPL6kpAQ7d+7Ejh07sHfvXqQ/TLN+6qmnKHATwVSqPL/no0NksLWHRoia0AK4ABD2cI/b3Xzhn2lDCQ95Jfr3QpHqwgO90bRODQT5euBBsfHXjYXxzhHW2KIh5g8Hp1KrFnfp1En7en4/3bVrXBB37Zr2/zfUDiwjg7scPlz9tsBA7UAuKqrqv/XrA+6yFZ4gMhL1rowbN87o7fn5+di2bRt+++037N69G6WlpeBXYoOCgtC9e3f00aynQ0zSTJU3tCnYrvZ8EJckpjzD7IGtAEDwZ9pYNwdzSCl34cgGtg3H6xvk7eVqVlkOIo7mfrrOnavffv++djCXksL9/5QU4J6BmoR5ecCpU9xFl7s71zUiKkr7EhnJ/ZfKmtiMWeE0y7JQqVTqn1944QXs2bMHLMtCoVCgc+fOGDRoEJ544gm0a9dOnVFKxDFnszgh1iB0qX5ar6bqz6vQz7SY2TwxwgK98eIjDfDFPsuVEPH3ckNhWfWlXGsGjQoG+PLFWCz467Lsj1mnhreovZBURNyCgoOBDh24i66CAq6cCR/IXb/O/TclhVti1fgeV6usrDpGn6Ag7UAuMhKIiKj6rzdt37EUswK3iooKlJSUqH8eNmwYcnNzMXz4cAwZMgR16tQxen8zSsi5HKff8+HknP0LS0j1+/BAb0zqWbXNQuhn2hKzOjP7t8SoLpHYflZcYpVQ/DP4/P/aAoDeADWvpALFVijSu2xoe9T08xQV/DLgJnhM1W3LLSqvVq7IUBKB0ycc2LMaNYC2bbmLrooKLnjjgznNoO76deBhKa9qHjwwPFsHcHvrIiO1Azr+/zdoAHh4yPTk7JslfvebVYC3du3ayM/PF90sXqlUwsPDA02bNsV///0n9eEtwt6ySonjc5UvLHPqv/H0/ZJLSr2PoSsTZRmjbh2whJQc2c6tSff91X1elZUqvLQmSfbHNTQGodnpQPWsUkD/+2ko61Tf+01FxB0Uy3LJEtevc6VNUlK4//I/37wJKCX88aFQcHvoIiL0X+rXd4rATuzvfovUccvNzdVqXXXq1ClJs2bFxcUAIDrgI8TRGPrCyswrxWvrTjnVF5a5S/qGfsk93SbcaNV+sWYNiIZSxeKHo6lIyylCDW93FJSKLJRqRK+WtTGycyTuF5cjISVH/Re25kb7z3dflu3x9PmgX0uM7hqp/ss+xF94nS/N96tdw5p638+Z/Vti3o5LemdX+axUvhk8Hv5/Icc60yy0U2AYrtNDSIj+JdiKCq7uXGqq/svdu/rPq1JxQd/Nm8A//1S/XaHgesxGRHD77HT/27Ch3deus+TvflGB29SpU5GSkoI333wTAwcORIMGDSQ9aI0aNbT2xhHijIxtqnfWLyypS/qGfsll5JVi5eFU2cb3XPt6OH0zFxPXn5ItENS191IW9l7KUv+s+Rc2P/N25a6B5SeZ5JWUa7/mAp/rB/1aYHTXKPV9Db2fYgqD4+H/F3KsS2aROjIPj6qkBX2Ki7llWN2A7sYNIC2Nm83TR6WqKkasLxsWAMLCqoK4Ro2qLvzPgYE2K3Vi6d/9ggO3GzduYPPmzaioqMD//d//oWbNmnjmmWfQo0cPuLm5iX5gpVKp3iP3+uuvi74/IfbOVbteiC3jYKmsUX2OpebgVq51MyEz8koxYd0pxDcPwZnbeQbbOclL+8sgu0jY6kadAO9qXyT63k+h+w7F7E+kDFUn5OsLtGzJXfQpKOACuLS0qmBO8/9nZxs+d2Ymdzl2TP/tNWpoB3Oal0aNuD14Fip3Yunf/YJH7e/vj6VLl2L79u3Yv38/7t+/jzVr1mDNmjWiH5THsiwYhqHAjTglS3y5OSM5skYDvN2RL2C509pBm6YD/xn5EpKZ7peB3IW8LVEYnIqIu6AaNYDWrbmLPoWF3HIqH8hp/vfGDa4+nSEFBcD589xFH345tmFDLlmC/6/m/69VS9KsnaV/9wsO3GrVqoXx48dj/PjxKCkpwaZNm/D111/j5MmT6mNCQkIwevRo+Pj4GD2XSqVCeXk5iouLcV9sew9CHAR1vRDG3MB1UnwTvB7fBNGzdhktGusqavp6oFOUduAmdyFvseejIuJEEn9/IDqau+hTVsYtp/KBHL9vTvP/l5frv6/mcqwhPj5VwZyhi54kAkv/7pc0T+jj44NXXnkFr7zyCpKSkrBo0SJs2bIFOTk52LBhAz755BMMGzZM0oAIcRbU9UIYcwPXLk1C4OPphsebhVh1VstSGAbwcFOgvFLaPuCFz7bWu9wpZyFvseejIuLEIry8qnqz6qNSccWH+SBOM7C7dYv7/1lZ+u8LACUlXA/ZK1cMH1OjRlUQV78+UL8+Otarj2fuZuOiIgAZASEo8PLTuou5v/vNKgeiKTk5GdOmTcOhQ4fAMAy6deuGdevWoX79+nKc3mqoHAiRkxwlMpydUsWi66L9RmvA6aNZ2mPPxUy8/8d53C8y8Ne1Cwjy8cAnz7U2+nkSUp5ATN0pMeUOXKUsDnEwJSVVQRw/A6f7/4uKzHqIAk8fZNYIQUaNEGTWqIXMGiF44ol2aNWxFRfs1asH1KqF/IICQfGHbIEb7/vvv8dbb72FuXPnYvLkyQ7XLYECNyI3R/jCsnaBYN3Hyy0qx+sbqge4hmgGvgAwYZ2BIqAOylQBXH3Wj+mILk1DTB5n7L2W8lmlzgnEqbEsV2z49u2qYE7zwl9faub+WS8v5Neti8DUVOsHbgBQVFQEPz8/0wfaIQrciCXY8xeWtQNLQ483sG04/jyTIfj6WQOi0Ts6DHHz95hsmu7ITLXH0i0qLBUVySVEIr5Q8a1bQHp6VTB3+zbYW7dQmnYTHhnpcDcR3OUDCARsE7g5MgrciCux9pe1qcdbPqwdavp5VQtwDQW+R69lY/gqA+UAnMCYLhHYeT7TYNatXO8Tv1xt7HHkCA4JcVmaM3d8YJeeXhXopacj/9YtBOblyds5gRDiPKxdIFjI483bcUlvcGCoNlxCioECnk6iV3QY3u8fjaTU+9h7MRN/JKdr1YET2pXCFFetOUiI1TAMULMmdzFU/iQ/nyscbAIFboS4KGt/WVvm8Zx3wUDBAHGNaqqD1s6Na6mDOLmX3KnmICGOw+zAzcPDA15eXvDw8IC7u7tWMoJKpUJFRQXKy8uxevVqDB061NyHI4TIxNpf1nI9nuayaaCPpxxDs0sqFjh5I1criBXblUIoqjlIiOMwO3BTKpXqpvHG0FY6QuyL2C9rcxMshD5eiJ8XElJyBGc9MgyctvCulKBZyvtENQcJcRyyLJWOHj0aM2fO1LqOZVlERUWpb6tdu7ZZj7Fs2TJ8+eWXSE1Nhbe3N/r164evvvoKderUUR+zdetWzJkzB5cvX0bjxo2xZMkS9OrVy6zHJcRZdYgMRliANzLzjW9I7xAZLEvmqZDgINDXA2/9ckZrTPzjANCb2OCsQRsgfoZL6vskd4FeQojlKOQ4SUBAABo1aqR1iYiI0LrN19dX8vkXLVqEyZMno3Hjxvjqq68wfvx4/Pbbb+jbty+USiUAYPPmzRg8eDAqKyuxcOFCNG/eHP369cPZs2fleIqEOJ09FzNRWqnUe5vml/Wei5l4bd2pavvTMvNK8dq6U9h13ki/QA18cKB5fs3HYwE8KK6oFkhmPmzSPmVTshPvaNPGgAu4xMxw8Rm7Ut+nvjHhWDGiPcICtYPFsEBvKgVCiB2x++SErKwszJkzB9OmTcPixYvV13t5eeHjjz9GQkIC2rVrh8mTJyMiIgJHjhxBQEAApkyZgvj4eEydOhX79++34TMgxP4YKsvBC/L1wMJnW6N3dBi6LtovW+YpHxzozgqFBnihtFKltx4b/9hSW0A5GrEzXEoVi8SUHMz47ZzZ71PfmHD0jg6z25qDhBAHCNwKCwvxwQcf4I033tC6PjY2FgAX2B08eBBZWVmYMWOGuvYJwzCYMGEChg8fjuzsbISEmK4oTogrMFaWg6diWdTw9kBiSo7smaD6ggMVyzp1PTYxxJT40Lc0qo+Y98lSCRCEEHnYfeAWGRmJDz74oNr1x45xv+Tbtm2Ln3/+GQAQHx+vdUxcXBxUKhWSk5MN7nUrKytDWVmZ+uf8/Hy5hk6IXTJVlgMA8koqMXzVMfh6ugk6p9hN9LrBwdbkdFH3d2ajHmuE3tFhJo8zNWuqD5XzIMTxybLHzdpycnKwevVqxMfHIyoqCrm5uQCAqKgoreNCQ0MBAGlpaQbPtXDhQgQGBqovDRo0sNi4CbEHYr68i8v174HTZWoTvVLFIiElB1uT05GQkgOlThNOKjNRZeFf/yFu/h6je9KEzJrqQ68zIY5P8IzbnTt3MGfOHHh5ecHT0xNubm5QKLi47+jRo3j//ff13k/fbSzLquu7lZWV4dtvvxU16ClTpiA/Px+ff/45AK5eHAD4+/trHccnRDx48MDgud577z28+eab6p/z8/MpeCNOTc4vbyFlIoRkOsY1qgl/L3cUllXKNjZH9qC4AhPWncI3BpIChMyaaqJyHoQ4D8GBW25uLlauXKlVYJevzXb8+HEcP35c7/0M3cYwDFiWBcMwogK3VatWYcOGDZg7dy7at28PgAvQ+PNp4n8uNdLY1cvLC15eXoIfnxBHZ6osh1BCNtEbWs7jMx1XjOD+Dc/4/RwFbXrM/vOC3oQCMbOmVM6DEOciOHCrWbMmRo8ere6Q4OHhAQ8PD3z22Wd49NFH0bNnT63jWZbFp59+qvc2pVKJ8vJyFBcXIydHeK/BY8eOYdKkSejXrx8+/PBD9fX16tUDy7K4desWIiMj1ddnZWUBADWLJ0SDsZpdYpjaRC+kN+l7v59Drp5MUsLJzC/Tm1AgZtZUrn6mhBD7IDhwq1u3LlatWlXt+s8++wxdunTBwoULq9326aefGrxNrNTUVAwaNAhRUVHYuHGj1sxfu3btAACHDx/WCtySkpIAAOHh9AuLEE2GynIIMaJTQ/RvXddkmQghvUkpaDNN3+xablG5yfsF+Xhg+fD26BRVi2baCHEiDpGccOfOHfTq1QsqlQrbt2+vNoMWFxeHhg0bYtmyZaisrFpuWbVqFdzc3KplmxJCuODtyPSeWD+mI4J8PATfL7KWHzo3Nh0MuHIGo4ebfIGS7uyaUsVi3o6LJu/38eAYdGkSQkEbIU7GIQK34cOH4/r163jxxRfx77//Yt26derL2bNnoVAoMGvWLBw/fhxDhw7Fvn37MHHiROzYsQMjRoygGm6EGOCmYNClaQg+ea614PsE+wvbE+rKGYxjukbIcp6wAK9qCQVCExNq+tHeXUKckd3Xcbt//z4OHjwIgOtXumzZMq3bZ82ahTZt2mD06NHIycnBzJkz8euvvwIAnn76aXz55ZfWHjIhDqdvTDim9WqGJXuvmDw2LEBYQCZXEoQj6takDjYdv623EwTP19PNZLmV2QNbwU3BaDWOv3q3UNAYXHnGkxBnZveBW3BwcLVsUUPeeecdvPzyy0hKSkLdunURFxdn4dER4jwm9WyCjUk3kJlfZvAYMf0zNZMg9OGbyucVVzhVYBce6I1OjWvhk2dbY4KB5w4Anz/fBgoFgxm/n6sW4AX5euCTZ1ujb0y44O4Iulx5xpMQZyZL4Jafn4+bN28ava127drw8fGR4+GMCg0NxYABAyz+OIQ4GzcFg9kDW6kDLc1gSmpJib4x4RjXPRIrD6dCs+auggHGdotEu4Y1zcpuDQvwwpBHG+DflBwkpeVKOIP8+Neob0w4vh7WDh9sOYfc4uqlTubtuIRZA6Jx8sPeSLyeg4SUHAAsOkeFoNPDPYRSuiMAQC0/T8Q1qinL8yGE2BeGFTqdZYBCodDK8DTkp59+wrBhw8x5KKvIz89HYGAg8vLyqIwIcUlCCuaKOZe+wIP/jaFZx83YsqI+HSJq4uq9QrvJTFUwwLKh7dCvTV0ApvuIar4G+l5XpYpF10X7Rc+08aS+Z4QQ2xAaf8gy46bZTYFhGHUxXJVKhcrKSq1eoIQQ+6avCbyp0h/6CKnjNvvPC/js+baQ8uejvcyw8ZYNbY9+bbggSchMGf8azNl2Ud2bVPM1V6lYyUEboF3kmII3QpyH2YEb326KEOI8dJvASyGkjltmfhleWp1k1uPYg2m9mqmDNjF9RFkAGXmlWLb/GjYdv6n1egkt0eLnoUBRRfXfw7qBIZUFIcQ5OEQ5EEKkMtXcnFiOs2Q1+nm6Gb09yMcdk3o2Uf8sto8oACzZe6XafR6UCFsC1he08fjAMCn1vqjxEELsl91nlRIilZx7teyVZpkIqUualuLoWY01fT2w4JkYvL/lPGCkbAcLIPF6DrILy1Cnhjcy8+0vYHWWINoe2PO/OeIaKHAjTklIc3NHD97sPTB1pDpu4YHeePGRBqhUqQBwy8SdomohKfW+yaSJvJJKDF91TP1zsJ/wLhTW4uhBtL2w939zxDXItlS6fv16zJ8/X67TESKZqU3xALfvx5GXTfnAVHd5jQ9Md53PsNHIOPysRL+YMLsP2j7o1xKfP98WjWr5oqavJxrX8YfiYaa8lJmq+0X2keUKcHvcxNTeI4bZ+7854jpkmXGrqKjARx99hLS0NPj5+WHatGlynJYQSYRsiuf3/Zi7Ad8WhGRr2nJDutSCsXLqFxOKnefvmjwu0NsN3x+5rrfocHigN4Y82tASw9M4fwMs2XvVIueXWnuPVGfv/+aIa5Flxm3x4sVITU1FWFgYRo8eLccpCZFM6CyJo+77EROYWpuhWQk5Gfta9Pdyh6+nm6CgDQDySpUGO0Vk5JXii71XEOTrYfQxpZjZvyWOTO+JST2bIjzQW/bzA0BYoLdTbAmwB/b8b464HrNn3BITEzFz5ky4u7tjzZo1CAwMlGNchEgmdD+Po+77sdfAVEwZDJ7Qjgl8YDOueyT+PJOh9SVay88TsQ0CcSz1PgrLqncoMBc/RqndHfQJqeGlnpnh24KZc34GXKD2+fNtkV1UZlbtPdp4X529/psjrsmswO3WrVt48cUXUVlZia+//hpxcXGIjY2Fj4+PuiCvIZWVlSgtLUVZWRnOnDljzjAI0WJqUzz/Jeeo+37sNTCVUgbDz8tdK9gKD/RGXKOaOHI1W6scRpjGBvB3+7bUCi5yi8owccNp2Z6HJhZAbnEFpvVqik3Hb8k2k6j53vSNCceKEe3NWl5mwc3idWkaInlMtPHeMHv9N0dck+TA7fr163jiiSdw69YtLFy4EBMmTMDdu3dx9uxZUecR0i6LEDE0m5vrzmI4w74few1Mpcw2FJZVYlqvZogI8UVadhE2Jt3E9rNVm7yDfDzwSpdITOrZRP1+aRYH5ttCWVpEiB+OTO+pDhhD/Lzw5s/JuFsgriuMofeG71bxw9FUzNtxSdIY5+24BMXDHqliuUIWtjns9d8ccU2S9rjt2rULXbt2xe3bt7Fq1SpMnz4dABASEoIzZ87gypUruHHjBm7dumXwkpKSgosXL+LUqVOyPiFCgKpZjLBA7b+AnWHfDx+YAtX3e9kyMJU627Dp+E14KBh8sfdqtf1meSUV+GLvFey5mKl1PV9Yecme6oVrLaFODW91wDgoth4KyipQphTXNcbUe+OmYDCqS6TkPW9SsxtdIQvbXPb6b464JlFN5seOHQuGYfD999+jYcOGWLduHbp06WLJ8VkdNZl3Ls68Z8felrb42S8pdduC/TwMltHgZzOOTO8JNwVj9azVIF8PnPywt/pzY6oPaZCvB158pH61vXhC3xv+/IC0PW/Bfh5IfK8XPN2F/V2ekJKDoSsTTR63cWwnh8zClpO9/ZsjzkVo/CE4cPv777/Rt29fMAyDkJAQnD59GnXr1pVtwPaCAjfiSOwtMDU36DBm49hOyCspN9m83RK+eThLywenxoLG8IdBJgDJ782u8xl4/4/zuF9ULmm8wX6e+HhwjKBgYmtyOt7YlGzyuKVDYjEotp6k8TgTe/s3R5yH0PhD8FKph4cHnnrqKTAMg6ysLHTp0gU7duyQZbCEEGk0l+86N65l8y8QQ0vUcsjMKxGdtSqX934/p/7CNjXTx5eFMOe96RsTjpn9W0oe7/0iLsDdeTbDZK9e2ngvjr39myOuR3ByQnx8POLj43HlyhXMnj0bmzdvxsCBAzFx4kQsWbIE7u7cqWbPno3g4GDUrVsXYWFhCA0NRe3atREUFGSp50AIsSP8Rvuk1Pv4+0IGfvj3htFgi2EAIfP+94vKZV8e5VtdfbHPeBHc3OIKLNt/FREhfoLOK0dZiLBAH7PuzwKYtPEUNGM1fct6QlqTBfl4QMWyUKpYClQIsTFRe9w0HTt2DK+88gr+++8/dOrUCdu3b0fNmjXh7e2Niorqe1X8/f3Rtm1b9O/fH2PHjkVwsH1m39BSKbF3jrZUs/NsBiZukJ6ExO9xe7dvC0zbnGzWeQBg6sMsVv612372jqClwiAfDywf3l6rL6khcuwHU6pYPLpgr+TlUn3410A3QUfoEjft5yLEcmTf46ZPWVkZRo0ahc2bN6NNmzbYvn07fvvtN7i5uaGyshIlJSXIy8tDTk4Ozp49izNnzqC8vBy+vr5YtGgRXn/9dakPbTEUuBFLkSPgctTN0TvPZlSb/RHjmxHtEejjKWgTPQA8374ejlzLQWa+6ddJ6OZ8AFg/piPe/vWMybIQfCKFMUI+D3O3XcDqo2mCxiaUoTEKSfowFPgRQswnNP4wqwCvl5cXNm7ciICAAKxcuRL9+/fHv//+Cz8//csJ9+7dw//+9z8sWbIEU6ZMwYEDB7Bp0yb1MishzkqOgMuRa23V9POUHLTxOkQGI8jHQ6swryHdmtXGoufbGgyMNIOmED8vBPp4IE/AebOLymSpESj089A7Okz2wM1Qr15+iTsxJQevbzil93WmvpyE2J4svUpXrFiBp59+GufOncPw4cMNHlenTh0sWrQIe/fuRa1atfDHH3/ghRdekGMIhNgtQ/07xdTdcvRaW+bu+Zqz7SIA4JUukYKO1627prmJfNf5DHRdtB9DVybijU3JGP79McGvW50a3mbXCBTzeeD3n1mCvvfETcFAoWCMBsfUl5MQ2xIcuBUXF2PdunVQqaoXnVQoFFi3bh0aNWqEzMxM5OfnGz1X9+7dsWPHDnh7e+PJJ58UP2pCHIRcAZejN7k2NyORf26TejZBkK+HweMYcDNXhirYGwqaikz0ONU9b9+YcByZ3hMbx3bC0iGx2Di2E45M72kyaBP7eXBTMGZllxpj6D2hvpyE2DfBgdvff/+NkSNHolmzZli2bBmKioq0bg8ICMCWLVvw999/C9ob9uijj+LkyZMYP368+FET4iDkCrgc/cu0Q2QwwgK8zDrHvYJSuCkYfPJsa723m1qqFBI0iTmvlLIQUj4PNf3Ev27GhmIquKXyIITYN8Gbyy5fvgxfX19cv34db7zxBj788EMMHz4c9eqJL8jIsiyUSiUqKipQUlKCzz//XPQ5CHEEcgVc9vJlKjXBYs/FTJRWimsRpevq3QIkpOSgd3QYvtHTlD3MyJ5BpYrFD0dTBZUT0e3iYOy8/LmFviZSPg9C7zMpvjGahtZAnRreyC0qw+sbTgMQvw+P+nISYt8EB24zZszAm2++iQMHDuC7777Dn3/+iRUrVmg1iZeSoMowDAVuxGnJFXDZw5ep1ASLnWfvYOLDIMIcyw6kYNmBFPVjajZ9NxYwiW2RNfPpVggL8BYUiIl9TaR8HoTep6avp/r/PxkTjhUjGFHBLY/vy2luAgYhxDIklwO5desWvvzyS3z99dcoKSmBm5sbXnnlFTz33HMm71teXo7S0lJUVFRAqVTipZdekjIEi6ByIEROQvp31vLzRMJ7T5jsLWmo1pY1SjQYymg19djmlgHRR8zzNdVXVB+hNdikvCamPg/6SnUI+QwpGOgttMsXQpbadssRS88Q4qisUscN4AK46dOnY/PmzQCAnj17YuXKlYiIiDDntDZDgRuRm5DipmIakFv7y9RUf05jdcEmrBNWeNffyx3uCuBBifEkAVOPKWbcUs4p9NzGziUlABfbA1ZKMK9vyReQ3m+VECKO1QI33sGDBzF06FDcvXsX9evXx6VLlwzWc7NnFLgRSzC1XCfmi9banROEFqjVnKkSGzQBwPpXOwIscDQlC2dv5eFISo6ox5Q6bkB8oCPlNdEkJQDXdx/dmTZNYgJRml0jxPasUoBX0+OPP45Tp07hxRdfxIcffuiQQRshltI3Jhw9W4Si08K9WhvfeWIKm/LZjNay52KmoOM0N9ELacauK7uwDF7uCvxx+o7g+xrbuC8mw1bI3i9NeyW8Jpo0i90mXM8GwL2nj0YEIyElhysM7O8FsFzR3zo1vNE7Okxr6TO7oAzzdlwy+NiGCu3qElrY2dFarUnlKs+TOC5ZWxaEh4fjn3/+kfOUhDiNkzdy9QZtPKFftNakVLHYknxH0LGam+illCVJyy7GF3uviNqPZmzjvtBN/TP7t8SoLpFaX87GvryVKhZ/JKebPb49FzO1ZrmWHbhmdAZNdwZsq8AxGHsvTJVI4f+YUKmAeTucf0aOZh6JI5Clc4Ku4uJifPTRR1i2bJklTk+IQ3LEWmxJqfcFNTkP9vPQymgVW5YkLMALG5Nuigragnw9jGbR8pm4huZK+HpmukGbbmeFoSsT0XXRfnVHA+41Md0eq5afp+hCwMaSOHQ7K8iRsSy0rtzEDeZ1/nAEcnQ4IcQaLBK4KZVKzJ8/H2vWrLHE6Qmxe0oVi4SUHGxNTkdCSg6UKtZuarGJITSIHBxbTyv4MRU0aWIADO3QUKshvBCmzs2XtdB3rKGyFkK+vIW+Jh0ia+q93tgslzG6nRWEBqbGgltz/khwhFZrQjl6SzniWiQFbsuXL8dTTz2FZ599FkOHDsULL7yAp59+GidOnAAA+Pj4aP0XABYsWIBNmzbhxIkTJltiEeLIDM3Y5BaVmf1Fa21Cg8he0WFaPxsLmjSFP+zvGREifk9sbnEFfjiaqhUc6xLTV9TUlzcL4P0/ziHYx1PPEdX9df6u1kwdT8r+P81x8MvpUgJTXeb+kWDvrdaEcvSWcsS1SNrjdu3aNezevVvrOoZhMGXKFO6k7u5a/wWAmTNnahXrrV+/Pjp16oSJEyeiR48eUoZBiN0xttH79Q2nMa57JL77J7VaYVOePRQ21dzfFeLnhbAAb9zNF1/4lw+adPcM1fLzxKDYuugdHabeO5YgIINUH83N+Yb2IvGJAKY2nAsJqO4XVeCNn5MR5OuBvOIKk7Nmuhv8AXmWwvlzGHqNhSZbmCrsLHY8jsoRtzEQ1yU5OYFhGNy5w21aPn/+PHr37l3tGIVCe0IvKCgIPXv2xJUrV/Dff//hl19+wdatW3HlyhU0bNhQ6lAIsQtCNnr/eSYDy4e1x/tbzuFBsfY+qUAjzdOtRd/m7CBfD/X4xVbR1xc0xTWqiZM3cnGvgJvB6BAZLEsAoS9I4pnKxFWqWBy9liXocTT3/BkKwHn6soXlWArPLijD1uR0vdmmYjIhTXVJEPpe2NPyvhSOuI2BuC6zskpDQ0MBAJmZwlLjQ0ND8csvvwAAcnNz8eyzz+Kff/7BkSNHMGzYMHOGQojNCV1uuXqvoFrQBgB5xRUGAw9rMDRbmPdwrIG+HlrjFjqroxk07TqfgR6fHdCbtWcogBBKTEkVTWJbYuHh4wT5esDLXYHM/DKT49LMFjY3SFUwpmca+T2WQgI5Y7N2M/u3xLwdl0S1WnPEchr20FKOEKFkLQciRs2aNTFs2DAcOnQIV69etdUwCJGN0GWUNUfT9F4vNfCQg5DZQm93Bda/2hHZhWWSvpCF1AvTF0CIIbakipSWWPzj5BZXYP2rHZGQkoNlB66ZvA//+TA2yyWE7lY+3ZlGKSUtjC0nKxSM4L6ljlpOg/qzEkdikaxSoby8vABwbbMIcXRCl1EelAir5WZNQmYLM/PLoGAYDIqth86Nawn+ElOqWBy9mo0Zv50zmbXXOzoMR6b3xMaxnbB0SCym9WqGsADxy1NCgmip2Z2asgvL0KVJiKBjNT8fhpImpNB8/Xaelb+khdAED0cvpyEmkYUQW5J9xq2yshJbtmwRdGxZWRm6dOmCJ598Uu5hEBk44pKHLXWIDEZYgJfBpTMG1ZcbDbH2Jmihj5eZVyLqvEKXIXVnyjRnyyb1bCK4WwBPSBBtTnYnL7ugDKdumA6yFQwQ10i7PIjmLNfRa9mCZu0M4V+/D7eeN1lMV99srqmZMlMJHkIL+Vp7JlksoYkshNiS6MCtrKwMWVn6N/Fu2bIFr7zyCjIzM7UySA15+eWXMXbsWLFDIFbgqEsetrTnYiZKK1V6b+P/NbzyWCSW7L1i8lzW3gQt9PHm7bgEH083QZ8BKcuQ+gJIzT1yShWLVUdSZdmLZG5wrLvXzBgVy3XO0F2+5Z9bh8hg/HbqttnZncaKJRtaRhba8spYgoeYchr20hXEEGu3lCNELMFLpSdOnMCLL76IWrVqYePGjXqPqVOnDjIyMtCqVSsI6V3PL5US++LoSx62wL9mhmbTAn09sGJEe0zq2cQua7kJLZibW1Qu6DNQXqnC+3/on/0xxlQAaU7tMt2iyCF+5v3+EVuL1Vh/UyHPSy6aAatchWepnAYh1iM4cEtNTcUvv/yC4uLiamU+eB07dsSWLVtw9uxZAFy9t48++ghfffUVAECl0j8bQewHVRAXT8heKR8PN/UykblFUy1Bc1zGCPkM7DqfgU4L9wpqlcUTE7BK2Yukryjy6xtOwdjCAAOgpq8HwgLk+QPzj+R0o/9ujD2vr4e1MxnwB/sJKyejGRxLKTzrLF1BCHFUgpdKn376aYwdOxYjR47Ezz//rA7GNLm5ueGpp55S/5yeno758+erl02vXr2Ktm3bYuLEiRg3bpyg5VRiXc605GEtQvZKab5m5hZNtRR+XG/9cgZFZUqDxxn7DEhZHpUSsBqrD8fXN+P3Jhkak7EkEd7CZ1tDpQImbjgl4hnpd7+owuS/G3OyO+cPihFdumOPkVlATfxMmb4tFGEB3hjyaAME+XgYfE2pnAYh8hEcuPn4+ODbb78FAHUtNlOaN2+OyZMnIzc3F1euXMHBgwdx7tw5TJw4EevXr8dPP/2ERo0aSRs5sQha8hBPymtmz5ugjQVtmnSft9QsTakBq5D6cHwdMrFjUjDAsqHt0Ds6DF0X7Rd5b8OEfFYM7bESEvCLLd2x2kBpGl11angb3guXX4ov9hku6UTlNAiRl0XruIWFheG1117Tum7fvn14++23ceTIEXTr1g0HDx5EVFSUJYdBRKAlD/GkvmbW2gQtNDuYD7yE0n0+YrM0g3w8sHx4e3SKqqWVnSg2mDW2uX7ihtOCx6NJxQI1/bxkyTzVJPbfje7roa9Lgu5M4/Jh7TFvh/HZXDHvdXgg9xg9PjsgKXHC1jPJhDgbqxfgfeKJJ3Ds2DGMGTMG69evR3x8PE6ePImQEGG1kIhlUQVx8ez5NROTHSwmSNG3H03MLCwD4JPnWmvVQJOSySxkT6ZUcs4qS/kM6Hs9gv08MDi2HnpFh+HpNnWx52KmwZnGmn5eBgNgMe/1rAHROHkjV3QAqy8wJ4SYzyYFeD09PbF27VoMGDAAt27dwpgxY2wxDKKHvW6et2f2+pqJzQ4WE6joez5CZ5MCvN0xuksEAn081Zv1pWYyyz0jpqlODW9ZZ5bFfAYMvR73iyrw/dE0DF2ZiLj5ezDBwGv2+obTyCspN1gsWeh7PaZLBPrGhEsKYh+UVEDBMPS7ghCZyRq4iUk2YBgGa9asQa1atcCyLMrKjPf7I9ZDFcTFs7fXTEp2sNAgZVqvZnqfj5CSIgwD5JdWqoOProv2Y+fZDMmZzJbYa6mZ4dohMlhwtqYhQT4eoj4DQvcKGio9IyTzV+h73Ss6TNTxumgvLCHyk7xUyrIsAgICAHBlPhiGwTPPPAM3NzcAXGCWlJSELl26oH79+oiKikLXrl3RtWtXBAYGAgCCg4OxatUq9OvXDx4e5v1yJPKy583z9sqeXjMp2cFCmp+HBXhhUs8mem8T0oNTt7wjtw/NeMamsSxWS+211Jwdmz8oRvJeOQBYPrw9ujQJEbx/T45ZRFPZ32KX94V8NvShvbCEyE9S4MYwDDw8PKBSqeDp6QmFQgFfX18oFAqwLAuVSgWVSoWSkhIkJCSo7/fpp5+CYRh06dIFL730Ev7v//4PgwYNku3JEHlRBXHx7OU1k5LpKqTR9uyBrYwGooYyHxWM/oK1YoKAvRczq722UgMKY8Z1j9SaHevXpi7G336Ab/9JFXUePvjpFFVL1P49OWepDJ1LbFN1IUG5JtoLS4jlMKyQFgcSsSyL3Nxc3LlzBxcuXMDp06exfft2XLx4EQzDwMfHB5MmTcK7776L4GD7+Aeen5+PwMBA5OXlqWcUCXE0CSk5GLoy0eRxG8d20luLzdx2Z5qzS0L7i5oS7OeB4x/01ttnU2ztOGPCA71xZHrPao+z82wGPtx6XquwcNDD3rOGgp8VI9oDgN7xaR6j+boKfe+E0Pf+ahL7XgvpPWvoeRFCjBMaf1g0cDPk5MmTWLBgAbZs2QKFQoGff/4Zzz77rLWHoRcFbsQZKFUsui7ab3IpTF+Awt9f6JKvqWO3JqfjjU3JsjwvQ4HIrvMZeP+Pc7hfZLqorjmPo++57rmYaTD44evAGQp09L0Ppt47IUy9v6aek7H7aB6fll2EjUk3kZlftUeZehoTIo3Q+MPq5UAAIC4uDr///jv279+PnTt32k3QRoizELsUpu/+QpZ8hczYyLnPydDSX9+YcJRUqDBtc7JFH0ff62Jsb2NCSo7ovYb8ezdhnbRuDWIzmcUu7+seP6lnU7vY10mIq7BJORBez5498fnnn9tyCIQ4LUOZrjX9PKqV45BCaAkPU9mmDIBafp6CHtNYEBgWIF+AKDbY5IMZ3fIbUjuR9I0Jx7ReTQXd19/LTetna2cyG3ruhBDLsMmMG3EMUqrYE/uiORu052ImtiTfwf2icnx/NA3fH02TvKxlqtwIA64cRe/oMEGzf/MGxVSr9g+d40xtdheSKRka4AWAwd1848eoWLZaz1MpzOlEEhHiJ+i+855pjbAAb/p3SoiLoMCN6CXHBnVXY6+BrpuCQV5JOdYcTdPbFuq1dadEz9CILTcirM8mt4mfvz9P6NKf0KxYAAaPYQGUVqowfNUx9fXmfO7N6aoR4ucl6DGyC8qgYGBXnzlCiOXYJDnBnlFyguEsPcoWM8yeA11+s7uYDfKmCE04eLlzIzwVE64OKEwFt3K8jkLOoe8YPkNUl5TPvfYG/mJ8sfcKAMOZp/rOe/RatlYAKYS9fOYIIeLZdVapPXP1wM0SX/LOzt4DXTGlQTpEBguaNRRbskJMQCHHzKWQc2geE+Lnhbd+OYPMfPM/94aCQkC724Gp10RKNq69fOYIIeLZdVYpsV9SKu67MrF7vWxB6Ab5vRcz8ebPyYJmu8QWvhWzJCtHEWMh59A8JiElx2DQBgj/3BsK4vOKK8ACmNarKSJC/AQFpFKyce3lM0cIsRybZpUS+yM1C85ViQl0bUVoAPD90TTBTd75/WQADGaLahLSP9OW5PjcCwniNx2/hafb1BWUfSmk96s+9vCZI4RYDgVuRIs5WXCuyBECXSHlOAzFEMYCLkPlRgyx54BCjs+93EG82OBYF/1xRYhzosCNaBHyJR9OPQjVHCHQNRYA8JmUxibBjAUcfWPCMbN/S1HjsceAQo7PvSWCeLHBsSb644oQ50SBG9Fi6kseEF6R3RU4SqBrKAAIC/TG6C4Rgs6hL+BQqljRfUjtMaCQ43NvqSC+b0w4jkzviY1jO2HpkFisH9MRYQHCPnNKFYuElBxsTU5HQkqOXS5TE0LEoeQEUo2QmluEY25rKWsy1JopKfU+Vh9NM3l/fQGHqeVBTUKK6JrD3GxUcz/3HSKDDZYU4UkN4nWTLWYPNP2ZM9ZDlf4NE+K4KHAjehnrv0i0OVKgqy/b0pwisWKXPS0VxMpVR8+cz/2ei5lGgzYAGNg2XJbnb+ozB0BvdqvUgsuEEPtBddx0uHodNyKdvXZOEIIvYwGIKxIrtJ5bLT9PLBgcY5FgwR7q6ClVLLp8st9oSREACAvwwtEZT8j2udD3mQNAtRgJcUBUx40QDdYIquSoP2YrUmcNhdRzC/bzQMJ7T8DTXd4ttUoVi8SUHMz47ZzN6+glpd43GbQBQGZ+maw1EPV95hJScqgWIyFOjAI34vTsuR2VtRkLYKUsEwrZ4/fx4NayB2363lN9rBWkiFkytnRWrSOUqNHHkWesCbEmCtyIUzO0jCbnXh9H+cIREsBKmTW09h4/Q++pMZYOUsRkilo6q9YRStTooj+uCBGOAjfitKzRjspRvnAsHcBaK5nF2HtqjKWDlA6RwQgL8Da5XMoAyC0qs/hYpCab2II1/rgixJk4XB23119/HY8//rje27Zu3Yr27dvD19cXrVu3xt69e607OGJXLN2Oiv/CEdomylZMBbCAPK2o+Nm6QbH1BLV0kkJM+RHAenX03BQMZg+MNnkcC+D1Dact+tlwpFqM1vpsEuJMHCpw+/TTT/H111/rvW3z5s0YPHgwKisrsXDhQjRv3hz9+vXD2bNnrTxKYi8sudfHkb5wHKGfqlBS3itrBSl9Y8LxzYj2CPL1MHmspT8bxgou29MMljN9NgmxFodYKq2oqMDkyZPxww8/ICQkpNrtRUVFmDx5MiIiInDkyBEEBARgypQpiI+Px9SpU7F//34bjJrYmiX3+oj5wrF15p6jblbXR+x7NbVXM6sGKX1jwlHDywPDvz9m8BhrfTYcoRajM302CbEWh5hx+/fff7Fjxw7s3bsXrVq1qnb7wYMHkZWVhUmTJqlrnzAMgwkTJuDQoUPIzs629pCJHbBkOyo5v3As3ZbIETerG8K/p0JFhPhacDT6ZQvcwyZHMGLqs2ON5WtzONNnkxBrcYgZtxYtWuD8+fMIDAzUe/u5c+cAAPHx8VrXx8XFQaVSITk5Gb169dJ737KyMpSVVf2izc/Pl2nUxNYs2Y5Kri8cayQ3ONpmdWP493TCw2LBptjiC1/OYMRYxrKjJMYY40yfTUKsxSFm3EJDQw0GbQCQm5sLAIiKiqp2PwBIS0szeN+FCxciMDBQfWnQoIH5AyZ2w1J7feSYzbNWcoMjbVYXom9MOL4e1h7GhmutpAR95Jrp3XU+A10X7cfQlYl4Y1Myhq5MRNdF+7HrfIbDJMaY4myfTUKswSECN1NUKhUAwN/fX+t6X19umeTBgwcG7/vee+8hLy9Pfbl165bFxklso29MOI5M74mNYzth6ZBYbBzbCUem9zRrVsLcLxxrJzc4ymZ1ofq1Cceyoe303mbrL3w5ghFjgdmEdacw43fD3SIA+0mMEcLZPpuEWJpDLJWa4uvrC4ZhoNt2lf+5tNTwXhIvLy94eXlZdHzE9izRjsqcwrO2SG5whM3qYvRrUxffKBirFf4Vw5zPhpCg3lgze3tKjBHK2T6bhFiSUwRu9erVA8uyuHXrFiIjI9XXZ2VlAQA1iycWI/ULx1bZdI7cT1Ufe/7Clzo2sbXqDHG0TExn+2wSYilOEbi1a8ctmRw+fFgrcEtKSgIAhIfTVDuxHClfOJRNJx97/sKXMja5Ai767BDinJxij1tcXBwaNmyIZcuWobKyUn39qlWr4ObmVi3blNiepUtg2DtLliohxtn7Z8/cgIs+O4Q4N6eYcVMoFJg1axbGjBmDoUOHYsKECfjtt9+wY8cOjBw5Um/RXmI7zlDGwFyWLFVCDLPEZ89YyQ4phJTICPT1QN7DfW702SHEtTCs7o5+O8f3KT148GC12z777DPMnDlTXZft6aefxvr160XtccvPz0dgYCDy8vJob5wFGGoozX/FuFoWGQWx1mOJz56l3j9+rID+wGzFiPYAQJ8dQpyI0PjD4QI3U+7evYukpCTUrVsXcXFxou9PgZvlKFUsui7ab3DjNV9s88j0ni41WyD3jI2tWOJ5yHVOS3z2LP1HiJCg0Fk+O4QQ4fGHUyyVagoNDcWAAQNsPQyihyP197QmW26ul+uL3xIzT+aeU/O5ZReUyfrZM1WygwE3G9Y7OkxyICUkK9XeEjMokCTE8pwucCP2ixpK2xe5gi1DM098FX+pS5DmnFPfcxNC6GfPWn+E2FtgZgwt+xNiHU6RVUocA5XAEMeS2Y9ytUyyRAcIc89p6LkJIfSzR3+EaHOWFlyEOAKacSNWQw2lhbPk7IWcy3yWmHky55zGnpspYkpo0B8hVayxbEwIqUIzbsRqqKG0MJaevRATGJliiZknc85pTtcBMZ89qsNXRc7PEyHENArciFVRQ2njrNF8Xs5gyxIzT+acU+rS5JguEaI+e/RHSBVaNibEumiplFidPfeXtDVrbHqXM9iyxPK3OeeUujTZKzpM9H3MaSTvTGjZmBDrosCN2IQjZctZkzVmL+QMtizRAcKcc5p6brrM3Vfp6n+EKFUsVCoWQT4eeFBSofcY2rtKiLxoqZQQKzOWLWqN2Qu5l/kssfwt9ZzGnpsuuZY0+T9CBsXWQ+fGtVwmaNt1PgNdF+3H8O+PGQ3aANdZNibEGpyuc4K5qHMCsSRT2aJ8hX9Ts2FydJeQO3PVnjon6HtuCgbQ3BpINcakM1RnTxe9xoQI57Itr8xFgRuxFKEtkoT0qRTzRWgs+HHmSve6zy2uUU2cvJFr189VyPth6/fMVPswAAjy8cDy4e3RKcp1ZiAJMZfLtrwizs/WX1xSiKl1Jeemd1Ozasb2Gjri66xJ33Oz532VQmZA7aE7gZCSKw9KKqBgGIf6vBDiKChwIw7FHr64pBCbLSrHpndz2kY56uvsqIS8VwBkby0mBZX/IMS2KDmBOAxHbqsj5cvOnE3v5tSDc+TX2REJea9m/3kBs/+0bH0/oaj8ByG2RYEbcQjWKExrSdb+spNazd7RX2dHJOS9yswvQ2a+fXQnoK4RhNgWBW7EITh6Wx1rf9lJXc5y9NfZEcm5pGiN5UnqGkGIbVHgRhyCo++rsfaXndQZPkd/nR2RnEuK1lqepNZ1hNgOJScQh+AM+2qs2SJJancER36dHTULVsh7FRrgBYDB3Xz5WouZy9W7RhBiKxS4EYdgiZ6YtmCtLzupbaMc9XV25CxYIe/V7IGtAEDW1mJyoNZ1hFgfLZUSh+BM+2qs1SJJynKWI77OzpAFK+S9ouVJQghAnROqoc4J9s2RZ1ZsRcoSoqO8zqaq+MvZIswaHKFzAiHEMqjllUQUuNk/+uKyDkd4nRNScjB0ZaLJ4zaO7URLeoQQu0Ytr4jTon011uEIrzNlwRJCXA0FboQQh2VuFqwjzCoSQogmCtwIIQ7LnCxYR9nHRwghmiirlBDisKRmwTpDJiohxDVR4EYIcWhiy2RQP1ZCiCOjpVJCiMMTU9hYTD9We0/OIIS4HgrcCCGCWHIjvxznFpoFS5mohBBHRoEbIcQkS27kt3aSgCP3YyWEENrjRggxypIb+W2RJMBnohqaz2PABY721o+VEEIACtwIIUZYciO/rZIEHLEfKyGE8ChwI4QYJGYjvz2d2xRq2E4IcVS0x40QYpAlN/LbOklATCYqIYTYCwrcCCEGWXIjvz0kCThCP1ZCCNFES6WEEIMsuZGfkgQIIUQ8CtwIIQZZciM/JQkQQoh4FLgRQoyy5EZ+ShIghBBxGJZlqSGfhvz8fAQGBiIvLw8BAQG2Hg4hdsPeOycQQogjExp/UHICIUQQS27kpyQBQggRhpZKCSGEEEIcBM246eBXjvPz8208EkIIIYS4Cj7uMLWDjQI3HQUFBQCABg0a2HgkhBBCCHE1BQUFCAwMNHg7JSfoUKlUuHPnDmrUqAGGcZ7N0fn5+WjQoAFu3bpFSRd2gN4P+0PviX2h98O+0PtheSzLoqCgAHXr1oVCYXgnG8246VAoFKhfv76th2ExAQEB9I/OjtD7YX/oPbEv9H7YF3o/LMvYTBuPkhMIIYQQQhwEBW6EEEIIIQ6CAjcX4eXlhVmzZsHLy8vWQyGg98Me0XtiX+j9sC/0ftgPSk4ghBBCCHEQNONGCCGEEOIgKHAjhBBCCHEQFLgRQgghhDgICtxcSGFhIZo0aYJRo0bZeiguS6lUwt/fHwzDVLskJyfbenguLScnB+Hh4ejWrZvJljPEMtLS0vT+29C8EOuqqKjAe++9h6ioKHh7e6Nu3boYOXIk7ty5Y+uhuSwqwOtCpk2bhpSUFHTt2tXWQ3FZ586dQ1FREebMmYOoqCit2xo1amSjUREAeP3115Gbm4tVq1ZRgGAjtWvXxk8//aT3trlz51JAbQNTpkzBjz/+iDfeeANNmjTBlStXsGLFCiQkJOD8+fPw9PS09RBdDgVuLmL79u30hWQHEhIS4Obmhrfeegt+fn62Hg556Ndff8XmzZuxYMECNG/e3NbDcVl+fn4YMWJEtesTExNx9epV/P777zYYlesqKirCqlWrMH36dMyfP199ffPmzTFmzBgcOXIEPXv2tOEIXRMtlbqArKwsvPrqqxg4cCAaNmxo6+G4tMTERLRv356CNjty7949vPbaa2jbti3effddWw+H6PHOO++ga9euGDx4sK2H4lIKCwtRWVkJf39/rev5Wm7u7jT3YwsUuLmAcePGgWEYrFq1ytZDcXkJCQkoKChATEwMvL290aBBA0ydOhW5ubm2HprLmjBhArKzszF27Fhs27YNJ0+etPWQiIZdu3bhyJEjWLhwoa2H4nJCQ0PRvn17fPHFFzh8+DBKSkpw/PhxzJ49G40aNUKHDh1sPUSXRAV4ndyaNWswevRo/PXXX+jbty8iIiLw+OOP44cffrD10FxOVlYW6tSpg1q1amHMmDGIiopCUlIS1qxZg44dOyIhIcHWQ3Q5f/75JwYNGgSAW6ZTKBQoKCjA448/jg0bNiA8PNzGIyQ9e/ZEcXExEhMTbT0Ul5SZmYknn3wSZ8+eVV8XGxuL33//HZGRkTYcmeuiGTcnduPGDUydOhWTJ09G3759bT0cl1dRUYG5c+ciMTERixYtwvjx4/H9999j3rx5SExMxN69e209RJczffp0AMDnn3+O3Nxc5OXl4ffff0dCQgKee+45G4+OnDx5EgcOHMDbb79t66G4rJUrV+Ls2bPo1KkTxowZg0ceeQRnzpzBvHnzoFQqbT0818QSp6RUKtnu3buzrVq1YktKStTXN2rUiB05cqTtBkaquXfvHguAfeedd2w9FJdy+fJlFgDbrVu3ardNnjyZBcBeuHDBBiMjvFGjRrFhYWFsZWWlrYfiki5cuMAyDMPOmTNH6/r58+ezANjVq1fbaGSujWbcnNTixYtx9OhRLF26FIWFhcjOzkZ2djZUKhXKysqQnZ2NsrIyWw+TAOpEBaqLZF05OTkAgF69elW7rUWLFgCA9PR0q46JVCkuLsZvv/2GF198EW5ubrYejkv6+++/wbIspk6dqnX9u+++C09PTxw6dMg2A3NxFLg5qe3bt0OpVKJXr16oXbu2+nLr1i1s2rQJtWvXxsaNG209TJeybt06vPzyy9WuP336NACgTp061h6SS6tXrx4A6C2Rk5mZCYDbnE1s448//kBBQQGGDh1q66G4LPbhFvjy8nKt60tLS6FSqVBZWWmLYbk8Ctyc1P/+9z/s2bOn2iU0NBR9+vTBnj178OSTT9p6mC6lqKgIP/30E/bv36++rrS0FB988AEAYODAgbYamktq1KgRmjVrhp9//hkVFRXq64uLi/HTTz+hXr16iImJseEIXduvv/6K0NBQdOzY0dZDcVl8kXDNZDaWZbFgwQJUVlYiLi7ORiNzbZRV6mIoq9R2iouLERsbi4yMDLzwwguoUaMGdu7ciatXr2LkyJH0ntjAjh078Mwzz6Bt27Z46aWXUF5ejtWrV+Py5ctYt24dhg8fbushuqTKykrUqlULffv2xebNm209HJdVUlKCtm3b4urVq2jdujXq1q2L//77D2lpaYiKisK5c+fg6+tr62G6HJpxI8RKfH19cfDgQQwePBhbtmzBqlWrULNmTaxatQpr1qyx9fBcUv/+/XHw4EHUq1cPH3/8MWbNmgVPT09s2rSJgjYbSkhIQH5+Prp3727robg0Hx8fHDp0CK+88gpycnKwb98+5OXl4ZlnnsHu3bspaLMRmnEjhBBCCHEQNONGCCGEEOIgKHAjhBBCCHEQFLgRQgghhDgICtwIIYQQQhwEBW6EEEIIIQ6CAjdCCCGEEAdBgRshhBBCiIOgwI0Q4jJKSkpgqdKVxcXF+Pnnn3H8+HGzzsOyLFatWoWrV6/KNDJCiDOhwI0Q4hT+++8/dO3a1WjP10WLFqF+/fqYP3++7I8/depUvPjii/j000/NOs+sWbMwduxYDBkyRKu5d2FhIfLz81FeXg6lUin5/Fu2bFH3Zr116xbc3d3xyCOPqG/fuHEjbt++rf55/vz5GDFiBA4cOCD5MQkh8qHAjRBicRMnTkTdunXRuHFjNG/eHC1atBB8adq0KRo1aoTatWsjMTHR4GOwLIujR4/izJkzBo/Zt28f7ty5g4YNG8r+HEeOHAmA639aUlIi+TxTp05Fw4YNcerUKbz33nta1wcGBsLLywvu7u5gGMboZciQIdXO/fvvv2Pw4MF45ZVXAAAeHh5QKpXw8PAAAGRlZWHUqFEYPHiw+j5Hjx7F+vXrkZKSIvk5EULk427rARBCnF9paSkePHiAsrIyddChqbCwEEVFRfDz84O/v7/WbUqlEhUVFSgpKTE608QHHz4+PnpvLywsxLFjxxAeHo5hw4ZJeh7Tpk0zuNTKsizc3NxQUlKCV199FbVr19Z7XJMmTTBp0iSDjxEcHIwff/wR8fHxWLJkCfr06YMnn3wS9erVQ/v27eHj4wN3d3e4ublVex0BICMjAxcvXoSnp2e12wYPHoyRI0fixx9/xKOPPooRI0YAALy8vAAAy5cvR3l5OebNm6e+z+nTp+Hu7o7nnnvO8AtDCLEelhBCbGz69OksAHb69OmSz5GamsoCYFu1aqX39g0bNrAA2HfffVfyY3h4eLAAzLr06dNH0GMNGTKEffbZZ9lTp06JGuOaNWtYAOyrr76q9/aioiK2c+fO7Nq1a9m8vDwWABsfH88qlUr20UcfZdu1a6c+9uzZsywAtnv37qLGQAixHFoqJYRYRVFRET766COUlZWJul9iYiI6dOiAY8eOmfX4GzduBAAsXboU/v7+Ri+Gxujh4QE/Pz+wLCv6kpGRAcDwjOCECRPQtWtXbNmyBQCwYcMG/Pbbb2jXrp2k56tvxm3KlCmYM2cOevbsiZSUFPV+vLS0NMydOxdPPfUUOnXqhLfffhv//PMPdu/eDQB48sknq51LqVQiPz/frP12hBDxaKmUEGIVQ4YMwfbt23Hz5k388MMPgu7DsiymTp2K48eP480338TRo0e1bi8uLkZFRQX8/Pyq3a+kpATl5eUICgpCVlYWdu/ejcDAQHTt2tXg4+3YsQMMw6iXDnV5enqqN/ZLZejc6enpOHr0KMaMGQMAepdBxdB3/6+++krvsampqZgzZ47WdREREfjrr78AAB988AE++OADvfe9dOkSWrRoYdZYCSHCUeBGCLGKefPmYd++ffjxxx/Rpk0bvPnmmybvs379ehw7dgze3t5YvXp1tdu/++47TJs2Teu6CxcuQKHgFhMaN26Ma9euYdmyZSgvL8f06dMxd+5cvY9VUVEBT09PeHt7GxyPQqGASqVCcnKyybHrysnJAQCDM1R88Kk5I7d06VJMnTrV5LmXLl2KKVOmmDzu3Llz8PLygpeXF8aNG6eeUevevTs2b96MoqIi+Pj4oKysDEVFRXjjjTcQGBiIUaNGqc9x8+ZN/PHHH+jYsSNiYmIQEBBg8nEJIfKhwI0QYhWxsbH47rvv8NJLL+Hdd99F586d0blzZ4PHZ2RkqIO7jz/+GM2bN692jLe3N8LDw+Hr6wuWZXH9+nV4enoiIiICxcXFCA4ORnFxMZYvXw4PDw+89tprYFlW72wUvzxqKnArKSmRvHwJcLOE+vAzce7uVb+WfX19AQAdO3ZEp06dqt0nMTERx44dUx9nSkxMDMrLyzF+/Hjs3r0br7zyCtasWQN3d3dMnz4dly9fxu7du1G3bl0sWrQIKpUKAwYMwBdffKE+x8aNG/HHH3/g+eefx9tvvy30aRNCZEKBGyHEakaMGIGtW7fi119/xbBhw3DmzBm9MzYqlQrDhg1DVlYW4uPjDc46TZgwARMmTADA7dOKjIxE06ZNcf78efUxM2fORE5ODkaPHg0fHx/06NED7733Hp566imtc/E100wFbt7e3vjjjz/03q5UKpGUlIS7d+/imWee0XtMcHCw3uv1BZN8pmzfvn0xe/bsarfPnj0bx44dUx9nyvnz5/HKK6/gxIkTmDBhAj755BOsWbMGFRUVGDhwINatW4devXph9+7d+PHHHwEAd+7c0ToH/3NoaKigxySEyIsCN0KIVS1evBg7d+5Ebm4uLly4oHfWbfHixTh48CBq1aqFn376SfJ+r5s3b+Lzzz+Hl5cXZs+ejQsXLuDYsWN47rnncODAAXTs2FF9LB+4GUoeAKpKfvTt21fv7Vu3bsXcuXMRFhaGL7/8Um+CgBias2/GuLm5mTzm22+/xeTJk8GyLL744gu88cYbuHv3LgButvG5557DF198gVmzZmHRokW4dOkSAODs2bNa50lPTwfA7YEjhFgfZZUSQqyqQYMGWLFiBU6cOGFwqfTVV1/FsGHDsHbtWtSrV0/yYzVs2BB//vkn/ve//6FBgwbo0qULVq9ejZKSEjz//PO4d++e+lghM24qlcro4w0aNAgxMTHIzMzE1q1bq93OsiwqKiqQn5+PoqIiic9KmvHjx2PGjBk4fvw43njjDZSXl+Ojjz7C5MmT8fHHHwMAJk+ejIsXL2LXrl0AgF69eiE7OxtpaWnq8/DZsU2bNrXq+AkhHArcCCEWk5+fj9zcXJSWlmoVrn355ZfRpEkTg/cLCgrC+vXr0a9fP/V1SqUSZWVlePDgAQoLCwWPoXfv3nj99dfVPw8fPhwTJ06Ev78/CgoK1Nfze9yMzbiVlJSgqKjIaMcCfpn2hRdeqHabQqGAp6cnAgMDsXDhQsHPYc6cOXofSzcT1JS5c+ciNjYWALB//3589913SEpKQrdu3dTH+Pj4IC4uDgMGDFAnPOzfv199+4ULF1CzZk2EhYWJemxCiDxoqZQQYjHvv/8+li9fLvj4RYsWYdGiRSaPmzdvHj788EPJ4/r8889RUlKC69evY/Dgwfjjjz9MzripVCqUlJTAx8cHHTp00LotMzMT//33H+rVq2c0IFWpVKisrERJSQnq1KkjeLymkhOE2L17N4YNG6bOKuWD37S0NLRp00br2BdffBGrV69Gbm4u3NzcsHv3bowePRqFhYW4cOFCtf2BhBDrocCNEGIx4eHhaNu2LXx8fAzWLwOA69ev49atW2jQoAGioqL0HqNUKqFUKlFSUmKwnZRQXl5eWL58Od5//30olUpcvXrV5B633NxcsCyLtm3b4uDBg1q3ff3113j99dcxcuRILFiwwKyx6WMqOUGIyspKFBUVQaVSoby8HDk5OeqkhgcPHgAA8vLyUFpairi4ODAMg+DgYHTr1g3btm1Dfn4+/vnnH6hUKq0ZOkKIdVHgRgixGGOFWzXNmDEDixYtwrBhw/DJJ5/I8tjl5eU4e/YsHnnkEa3rr127htGjR+Pw4cOIiorCDz/8gKZNm6oDIEMzbnw2Zf369avdlpubCwCiZtGsrX///igtLQUA/PTTT3j55Zcxb948TJ8+HQA3G9isWTPcu3cPvXv3Vt9v+PDhOHjwIFauXKl+jeLj463/BAghAGiPGyHEyeTm5uLVV19FaGgo3nrrLfX1paWlmDt3Llq3bo0jR45g4sSJOHv2rHr2yNQetwsXLgCA3hnBK1euAACmTp1qdP8bwzBaDdxNqayslPU4/th58+b9f3v3E9L0H8dx/Dmw/xGJ0l9DhljkDvY9RNnCBd47tBWiSwOdo4nWoa7rkhB0qEtBREWj0Ea1yEvZMgikU+SgDip12A4itRSETIn1O8h3+N1ybuYvGbwet339fr/7+jm99vl8P+8327dvp6urK308Eonw+fNnAoGAZQy8Xi/btm2jp6eH/v5+DMPIWioWkX9HM24iUrTGxsb4+PEj7969Y2BgAJifGbtz5w4HDhzA4/EAEA6HuXjxIvF4nB07dnDv3r2skh5LveP24cMHgD+2zDKXTqurq9NdGzJNTEwwNTVFVVVV3v/fzMwMML85IddGBHMmLR8PHz5kbGwMAMMwcLlcOJ1OgsEgGzdutIRdmB+PQCCQXqo9d+5c3t8lIitPwU1EitbJkyeJxWLAfAHburo63G43brfbUmdsenqaeDxOQ0MDfX19lJeXZ91rqXfczD6mmcHt9evXxONxHA6HpfBvJo/Hw5MnT3JuXshUU1OTV1Dav39/3vdsbW2lvr6eaDTK4OAg/f393L59G4CysjJCoRBtbW1s3bo1fc3COnGFzO6JyMpTcBORVWfWR1uqTlqmtrY2rly5QkdHB2fOnKGysnLR89auXUtTU9OixWoTiQTw5+D2/v17Pn36hNPppLS0NH18dnY23fYpEAjkfFZzOXXv3r1//Lu5VLtwDFwuFy6XK+d9M5m9UHMVLbbb7fh8Ppqbm/F6vUQiEQ4fPsyXL1+4cOECN27cYHR0FJvNxqVLl+jp6aGyspKJiQk6OjpIpVL4fL6CnktEVoaCm4isOjO0mLNe+fL5fJw9ezavDgOnT5+2fE4kEsRiMUpKSvj69Wu6rtrOnTuzrjV3ii68RyqVor29neHhYY4cOYLf71/0uycnJxkZGaGiosIyk7WQWZ6j0DFYKJVKpWuu5eraMDs7S29vL8FgkEQiQXd3N9euXSOVStHb20tJSQkjIyP4/X6GhobYt28f0WiUt2/f4vV68fv9xONxgsFg3u22RGRlKLiJyKozw0qhoSVXl4Ol2Gw2jh8/bikMvGnTJtxut+W8wcFBIpEIGzZs4NSpUwDp3qfPnz9n165dPHjwwDKT9/PnT0KhEOvWrUuHpLm5OUuLrUx/E9ySySSGYfDt27f0e3E1NTWWc378+MGrV6948eIF4XCY79+/43A4iEajNDQ0APO9WJ1OJ1evXqWlpYVfv37R2NjIrVu32LJlC01NTUxPT9PZ2cnly5cJh8P09fVhGEbBzywiy6PgJiKrbrnB7W9UVFRQW1tLMpmkqqqKQ4cO0dramvUOmvluW2dnJ6WlpTx79oz29naSySS7d+/mzZs32O12yzXr168nFAoxNDSUPrZmzRpLB4dMZgus5YxBWVkZBw8e5OnTp2zevJnGxkZaWlqyzrt58yYDAwPU1dVx/vx5PB5P1maK0dFR7t+/j91u5/r165buFTDfOsvhcNDc3Ex9fT21tbUFP6+ILJ/t98KfmyIikuXx48ccO3aM8vJy5ubmOHHiBAB3795dtHbbo0ePePnyJXv27KG6upqjR4/+r43ZY7EYMzMzGIaxaLHj8fFxJicns2bjMg0PD+NwOHIug05NTS1ZWFlEVp6Cm4hIgczWVyIi/5qCm4iIiEiRUOcEERERkSKh4CYiIiJSJBTcRERERIqEgpuIiIhIkVBwExERESkSCm4iIiIiRULBTURERKRI/AfK+RUmg1u3SQAAAABJRU5ErkJggg==",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "def linear_fun(x, w, b):\n",
    "    '''\n",
    "    This a linear prediction function.\n",
    "    x: feature\n",
    "    b: bias\n",
    "    w: weight\n",
    "    '''\n",
    "\n",
    "    y = w * x + b\n",
    "\n",
    "    return y\n",
    "\n",
    "fig, ax, x_linear = draw_scatter(x, y) # Plot the scatter\n",
    "\n",
    "ax.plot(x_linear, linear_fun(x_linear, 1, 4), color='green', linewidth=2) # y = x + 4\n",
    "plt.savefig('room_price_f1.png', dpi=300) # Make figure clearer\n",
    "\n",
    "ax.plot(x_linear, linear_fun(x_linear, 6, -4), color='orange', linewidth=2) # y = 6x - 4\n",
    "plt.savefig('room_price_f2.png', dpi=300) # Make figure clearer\n",
    "\n",
    "ax.plot(x_linear, linear_fun(x_linear, 11, -47), color='red', linewidth=2) # y = 11x - 47\n",
    "plt.savefig('room_price_f3.png', dpi=300) # Make figure clearer\n",
    "\n",
    "plt.show()\n",
    "def nonlinear_fun(x, w, b):\n",
    "    '''\n",
    "    This an example of non-linear prediction function.\n",
    "    x: feature\n",
    "    b: bias\n",
    "    w: weight\n",
    "\n",
    "    Return:\n",
    "    y: prediction\n",
    "    '''\n",
    "    return w / x + b\n",
    "\n",
    "\n",
    "fig, ax, x_linear = draw_scatter(x, y) # Plot the scatter\n",
    "ax.plot(x_linear, nonlinear_fun(x_linear, 100, 10), color='red', linewidth=2) # 100 / x + 10\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "id": "84cf1b50-b917-4753-998f-d8be3a2919bd",
   "metadata": {},
   "outputs": [],
   "source": [
    "w_min, w_max = -200, 200 # Weight range\n",
    "b_min, b_max = -200, 200 # Bias range\n",
    "param_num = 800 # Number of per parameter\n",
    "\n",
    "w_list = np.linspace(w_min, w_max, param_num) # Create a sequence of w\n",
    "b_list = np.linspace(b_min, b_max, param_num) # Create a sequence of b\n",
    "\n",
    "w_grid, b_grid = np.meshgrid(w_list, b_list) # Create a grid of w and b\n",
    "loss_grid = np.zeros((param_num, param_num)) # Create a grid of loss\n",
    "\n",
    "for i in range(param_num):\n",
    "    for j in range(param_num):\n",
    "        # Compute loss\n",
    "        y_pred = linear_fun(x, w_grid[i, j], b_grid[i, j])\n",
    "        loss_temp = np.mean((y_pred - y) ** 2) / 2\n",
    "        loss_grid[i, j] = loss_temp / 10 ** 5 # Scale loss for display"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "id": "2dba4297-5737-43b5-b4c8-2d46fc98e037",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1000x600 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Draw heatmap first\n",
    "def draw_heatmap(w_grid, b_grid, loss_grid):\n",
    "    '''\n",
    "    Display training process of w and b\n",
    "    '''\n",
    "    global label_size, ticklabel_size # Set global variables of font size\n",
    "\n",
    "    w_min, w_max = -200, 200\n",
    "    b_min, b_max = -200, 200\n",
    "\n",
    "    # Set figure\n",
    "    fig, ax = plt.subplots(figsize=(10,6))\n",
    "\n",
    "    # Plot the loss\n",
    "    im = ax.imshow(loss_grid, extent=[w_min, w_max, b_min, b_max], origin='lower', cmap='viridis', zorder=0)\n",
    "\n",
    "    # Set x-axis and y-axis\n",
    "    ax.set_xticks(np.linspace(w_min, w_max, 5))\n",
    "    ax.set_xticklabels(np.linspace(w_min, w_max, 5))\n",
    "    ax.set_yticks(np.linspace(b_min, b_max, 5)[1:])\n",
    "    ax.set_yticklabels(np.linspace(b_min, b_max, 5)[1:])\n",
    "    ax.set_xlabel('Weight (w)', fontsize=label_size)\n",
    "    ax.set_ylabel('Bias (b)', fontsize=label_size)\n",
    "\n",
    "    ax.set_xlim(w_min, w_max)\n",
    "    ax.set_ylim(b_min, b_max)\n",
    "\n",
    "    ax.set_position([0.15, 0.13, 0.60, 0.8]) # Set the position of the figure\n",
    "\n",
    "    # Set tick label size\n",
    "    ax.tick_params(axis='both', which='major', labelsize=ticklabel_size)\n",
    "\n",
    "    # Mark the point of lowest loss\n",
    "    min_loss_idx = np.unravel_index(np.argmin(loss_grid), loss_grid.shape)\n",
    "    min_w = w_grid[min_loss_idx]\n",
    "    min_b = b_grid[min_loss_idx]\n",
    "    ax.scatter(min_w, min_b, color='red', marker='x', linewidth=5, s=12**2)\n",
    "\n",
    "    return fig, ax\n",
    "\n",
    "fig, ax = draw_heatmap(w_grid, b_grid, loss_grid)\n",
    "\n",
    "plt.savefig('loss_with_mark.png', dpi=300) # Make figure clearer\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "id": "e993ef9a-9407-4870-a65e-c114ffc2c66d",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1000x600 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "def loss_w_base():\n",
    "    '''\n",
    "    Draw the baseline of loss function when b is -34.67\n",
    "    '''\n",
    "    global label_size, ticklabel_size # Set global variables of font size\n",
    "\n",
    "    b = -34.67\n",
    "\n",
    "    w_min, w_max = -200, 200 # Weight range\n",
    "    param_num = 10000 # Number of per parameter\n",
    "\n",
    "    w_base = np.linspace(w_min, w_max, param_num) # Create a sequence of w\n",
    "\n",
    "    loss_base = np.zeros(param_num) # Create a grid of loss\n",
    "\n",
    "    for i in range(param_num):\n",
    "        # Compute loss\n",
    "        y_pred = linear_fun(x, w_base[i], b)\n",
    "        loss_base[i] = np.mean((y_pred - y) ** 2) / 2\n",
    "\n",
    "    fig, ax = plt.subplots(figsize=(10,6))\n",
    "    ax.plot(w_base, loss_base / 10 ** 5, color='black', linewidth=2, zorder=0) # Scale loss for display\n",
    "    ax.set_xlim(-210, 210)\n",
    "    ax.set_ylim(-0.2, 10)\n",
    "    ax.set_xlabel('Weight', fontsize=label_size)\n",
    "    ax.set_ylabel('Loss ($x10^5$)', fontsize=label_size)\n",
    "    ax.tick_params(axis='both', which='major', labelsize=ticklabel_size)\n",
    "\n",
    "    return fig, ax\n",
    "\n",
    "fig, ax = loss_w_base()\n",
    "plt.savefig('learning_rate_base.png', dpi=300) # Make figure clearer\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "id": "8619805f-6e62-45fe-b9e9-4eba98599ee4",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1000x600 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "def learn_w(x, y, lr=0.00001, max_epoch=100, batch_size=4, adagrad=None):\n",
    "    '''\n",
    "    Learning weight w with fixed bias b\n",
    "    w starts with -200\n",
    "\n",
    "    Return:\n",
    "    w_list: array of w\n",
    "    loss_list: array of loss\n",
    "    '''\n",
    "    w = -200 # Set initial value of w\n",
    "    b = -34.67 # Fixed bias\n",
    "\n",
    "    w_list = [w] # Create a list to store w\n",
    "    loss_list = [] # Create a list to store loss\n",
    "\n",
    "    # Training\n",
    "    for ie in range(max_epoch):\n",
    "        # Shuffle x\n",
    "        idx = np.random.permutation(x.shape[0])\n",
    "\n",
    "        # Update learning rate\n",
    "        if adagrad == 'temporal':\n",
    "            lr = lr / np.sqrt(ie+1) # Update learning rate\n",
    "\n",
    "        # Split indices into batches\n",
    "        dw = 0\n",
    "        for ib in range(0, x.shape[0], batch_size):\n",
    "            batch_idx = idx[ib:ib+batch_size]\n",
    "            x_batch = x[batch_idx]\n",
    "            y_batch = y[batch_idx]\n",
    "\n",
    "            y_batch_pred = linear_fun(x_batch, w, b)\n",
    "\n",
    "            dw = dw + np.mean((y_batch_pred - y_batch) * x_batch) # Compute partial derivative of w\n",
    "\n",
    "        w -= lr * dw # Update w\n",
    "\n",
    "        loss_list.append(np.mean((y_batch_pred - y_batch) ** 2) / 2) # Compute and record loss\n",
    "        w_list.append(w)\n",
    "\n",
    "    # Final loss\n",
    "    y_pred = linear_fun(x, w, b)\n",
    "    loss_list.append(np.mean((y - y_pred) ** 2) / 2) # Compute and record loss\n",
    "\n",
    "    w_list = np.array(w_list)\n",
    "    loss_list = np.array(loss_list) / 10 ** 5\n",
    "\n",
    "    return w_list, loss_list\n",
    "\n",
    "def add_loss_w(fig, ax, w_list, loss_list):\n",
    "    global label_size, ticklabel_size # Set global variables of font size\n",
    "\n",
    "    # Plot training losses\n",
    "    ax.plot(w_list, loss_list / 10 ** 5, color='blue', linewidth=2, zorder=1)\n",
    "    ax.legend(ncol=2, fontsize=label_size)\n",
    "\n",
    "    # Mark final place\n",
    "    ax.scatter(w_list[-1], loss_list[-1] / 10 ** 5, s=15**2, marker='*', facecolor='white', edgecolor='blue', linewidth=2, zorder=2)\n",
    "\n",
    "    return fig, ax\n",
    "\n",
    "# Display training result of lr = 0.001\n",
    "lr = 0.00001 # Set learning rate\n",
    "\n",
    "w_list, loss_list = learn_w(x, y, lr) # Training model\n",
    "fig, ax = loss_w_base() # Draw base losses\n",
    "\n",
    "ax.plot(w_list, loss_list, color='blue', marker='.', markersize=10, linewidth=2, zorder=1) # Plot training losses\n",
    "ax.scatter(w_list[-1], loss_list[-1], s=15**2, marker='*', facecolor='white', edgecolor='blue', linewidth=2, zorder=2)\n",
    "\n",
    "plt.savefig('learning_rate_D00001.png', dpi=300) # Make figure clearer\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 26,
   "id": "241ab0a4-b165-4f6a-8939-7ca5c40db310",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1000x600 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "lr = 0.0001 # Set learning rate\n",
    "\n",
    "w_list, loss_list = learn_w(x, y, lr) # Training model\n",
    "fig, ax = loss_w_base() # Draw base losses\n",
    "ax.plot(w_list, loss_list, color='blue', marker='.', markersize=10, linewidth=2, zorder=1) # Plot training losses\n",
    "ax.scatter(w_list[-1], loss_list[-1], s=15**2, marker='*', facecolor='white', edgecolor='blue', linewidth=2, zorder=2)\n",
    "\n",
    "plt.savefig('learning_rate_D0001.png', dpi=300) # Make figure clearer\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 28,
   "id": "47463764-76a0-4edc-b793-770792b3c5dc",
   "metadata": {},
   "outputs": [],
   "source": [
    "def compute_loss_and_derivative(x, y, w, b):\n",
    "    '''\n",
    "    This a linear prediction function.\n",
    "\n",
    "    Return loss, dw, db:\n",
    "    loss: loss of the prediction\n",
    "    dw: partial derivative of w\n",
    "    db: partial derivative of b\n",
    "    '''\n",
    "    pass\n",
    "\n",
    "def init_param():\n",
    "    '''\n",
    "    This a linear prediction function.\n",
    "\n",
    "    Return w, b:\n",
    "    w: weight\n",
    "    b: bias\n",
    "    '''\n",
    "    pass\n",
    "\n",
    "def train_linear_fun(x, y, lr, num_iter):\n",
    "    '''\n",
    "    This a linear prediction function.\n",
    "\n",
    "    Return training log including losses and parameters:\n",
    "    loss_list: list of losses\n",
    "    param_list: list of parameters\n",
    "    '''\n",
    "    pass\n",
    "\n",
    "# Training models in different conditions"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 32,
   "id": "9ca00aae-1677-4c05-a250-3513b19700c9",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1000x600 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "def learn_w_b(x, y, lr=0.0001, max_epoch=100000, batch_size=4, adagrad=False):\n",
    "    '''\n",
    "    Learning weight w and bias b\n",
    "    (w, b) starts with (-200, -200)\n",
    "\n",
    "    Return:\n",
    "    w_list: array of w\n",
    "    b_list: array of b\n",
    "    loss_final: final loss\n",
    "    '''\n",
    "    # Initialize parameters\n",
    "    w, b = -200, -200\n",
    "\n",
    "    if adagrad == True:\n",
    "        lr_w = 0.0\n",
    "        lr_b = 0.0\n",
    "\n",
    "    # Model training process\n",
    "    w_list = [w] # Create a list to store w\n",
    "    b_list = [b] # Create a list to store b\n",
    "    for ie in range(max_epoch):\n",
    "        # Shuffle x\n",
    "        idx = np.random.permutation(x.shape[0])\n",
    "\n",
    "        # Split indices into batches\n",
    "        dw, db = 0, 0\n",
    "        for ib in range(0, x.shape[0], batch_size):\n",
    "            batch_idx = idx[ib:ib+batch_size]\n",
    "            x_batch = x[batch_idx]\n",
    "            y_batch = y[batch_idx]\n",
    "\n",
    "            y_batch_pred = linear_fun(x_batch, w, b)\n",
    "\n",
    "            dw = dw + np.mean((y_batch_pred - y_batch) * x_batch) # Compute partial derivative of w\n",
    "            db = db + np.mean((y_batch_pred - y_batch) * 1.0) # Compute partial derivative of b\n",
    "\n",
    "        if adagrad == True:\n",
    "            lr_w = lr_w + dw ** 2\n",
    "            lr_b = lr_b + db ** 2\n",
    "\n",
    "            w -= lr / np.sqrt(lr_w) * dw # Update w\n",
    "            b -= lr / np.sqrt(lr_b) * db # Update d\n",
    "\n",
    "        else:\n",
    "            w -= lr * dw # Update w\n",
    "            b -= lr * db # Update d\n",
    "\n",
    "        w_list.append(w)\n",
    "        b_list.append(b)\n",
    "\n",
    "    # Change list into array for plotting\n",
    "    w_list = np.array(w_list)\n",
    "    b_list = np.array(b_list)\n",
    "\n",
    "    # Final loss\n",
    "    y_pred = linear_fun(x, w, b)\n",
    "    loss_final = np.mean((y - y_pred) ** 2) / 2 # Compute and record loss\n",
    "\n",
    "    return w_list, b_list, loss_final\n",
    "\n",
    "w_list, b_list, loss_final = learn_w_b(x, y, lr=0.00001, max_epoch=10000)\n",
    "\n",
    "fig, ax = draw_heatmap(w_grid, b_grid, loss_grid) # Draw base image\n",
    "ax.plot(w_list, b_list, color='yellow', marker='.', linewidth=2, markersize=4, zorder=1) # Plot training losses\n",
    "ax.scatter(w_list[0], b_list[0], color='yellow', facecolor='black', marker='o', linewidth=2, s=12**2, zorder=2) # Add start place\n",
    "\n",
    "plt.savefig('f2_learning_rate_D00001.png', dpi=300) # Make figure clearer\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 33,
   "id": "b8119ea3-8c4d-4fc0-a8e9-5dec9b1ffe21",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1000x600 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "w_list, b_list, loss_final = learn_w_b(x, y, lr=0.0001, max_epoch=10000)\n",
    "\n",
    "fig, ax = draw_heatmap(w_grid, b_grid, loss_grid) # Draw base image\n",
    "ax.plot(w_list, b_list, color='yellow', marker='.', linewidth=2, markersize=4, zorder=1) # Plot training losses\n",
    "ax.scatter(w_list[0], b_list[0], color='yellow', facecolor='black', marker='o', linewidth=2, s=12**2, zorder=2) # Add start place\n",
    "\n",
    "plt.savefig('f2_learning_rate_D0001.png', dpi=300) # Make figure clearer\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "cce82b59-31ad-437e-94ec-a6f654c407ca",
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3 (ipykernel)",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
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